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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fenrg.2021.638459</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Effect of Technology Innovation on Corporate Sustainability in Chinese Renewable Energy Companies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Pei</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1230269/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Zijin</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1055356/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zeng</surname> <given-names>Yeli</given-names></name>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1030621/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Yang</surname> <given-names>Shucheng</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1301028/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tang</surname> <given-names>Xu</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/106083/overview"/>
</contrib>
</contrib-group>
<aff><institution>School of Economics and Management, China University of Petroleum-Beijing</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Michel Feidt, UMR 7563 Laboratoire d&#x2019;&#x00C9;nerg&#x00E9;tique et de M&#x00E9;canique Th&#x00E9;orique et Appliqu&#x00E9;e (LEMTA), France</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Muhammad Mohsin, Jiangsu University, China; Ehsan Rasoulinezhad, University of Tehran, Iran</p></fn>
<corresp id="c001">&#x002A;Correspondence: Pei Wang, <email>peggie_wang@126.com</email></corresp>
<corresp id="c002">Yeli Zeng, <email>zengyeli@cup.edu.cn</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Sustainable Energy Systems and Policies, a section of the journal Frontiers in Energy Research</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>04</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>638459</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>12</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>03</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Wang, Zhang, Zeng, Yang and Tang.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Wang, Zhang, Zeng, Yang and Tang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Technology innovation has become the main driving force of China&#x2019;s economic growth. Sustainable development highlights the harmonious symbiosis of the economy and the ecological environment. Renewable energy companies characterized by technology-intensive and environmental friendliness are playing an increasingly important role in achieving economic development while alleviating environmental pressure. Therefore, this paper selects the A-share renewable energy listed companies in China between 2014 and 2019 as samples, using the fixed-effect model and the logit model to explore the effect of technology innovation on corporate sustainability. We find that technology innovation has a positive effect on both financial sustainability (FS) and social and environmental sustainability (SES). Due to the imbalance of regional social and environmental development and different degrees of emphasis placed on environmental and social responsibility, the positive impact of technology innovation on SES is heterogeneous between the east and the central and west regions. Moreover, as the strategic emerging industry, although the renewable energy industry is granted lots of subsidies from the government, the results show that when government subsidies exceed the threshold, the effect of technology innovation on FS is weakened. Government subsidies have a negative moderating effect on the relationship between innovation and SES. Furthermore, we subdivide government subsidies into government subsidies beforehand (GSB) and government subsidies afterwards (GSA). We reveal that the threshold effect of government subsidies mainly comes from GSA, while the moderating effect of government subsidies is caused by GSA and GSB. This paper is an expansion and enrichment of current studies on sustainable development and also puts forward feasible suggestions for the government to formulate precise and effective subsidy policies to stimulate technology innovation.</p>
</abstract>
<kwd-group>
<kwd>corporate sustainability</kwd>
<kwd>technology innovation</kwd>
<kwd>government subsidies</kwd>
<kwd>renewable energy company</kwd>
<kwd>threshold effect</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="10"/>
<equation-count count="4"/>
<ref-count count="136"/>
<page-count count="17"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1">
<title>Introduction</title>
<p>After 40 years of reform and opening up, China&#x2019;s economy has entered a &#x201C;new era,&#x201D; the mode of economic development has shifted from extensive growth based on scale and speed to intensive growth based on quality and efficiency, and the driving force of development has also been converted from factors and investment to innovation. The 19th National Congress of the Communist Party of China requires economic development to be compatible with the carrying capacity of resources and the environment. The development of renewable energy is regarded as the most effective way to alleviate environmental problems on the premise of ensuring economic development (PA <xref ref-type="bibr" rid="B81">&#x00D8;stergaard and Sperling, 2014</xref>; <xref ref-type="bibr" rid="B111">Wang et al., 2018</xref>), and technology is the essence of renewable energy development (<xref ref-type="bibr" rid="B114">Wang et al., 2020</xref>). Therefore, the technology innovation of renewable energy companies should not only stimulate corporate economic growth but also have a positive effect on the environment and society, which can be concluded as realizing the sustainable development of economy, society, and environment.</p>
<p>Although there is a consensus that technology innovation is important to sustainable development (<xref ref-type="bibr" rid="B19">Cancino et al., 2018</xref>; <xref ref-type="bibr" rid="B105">UNCTAD, 2018</xref>), different scholars have given different opinions on the real effect of technology innovation. Some scholars consider that the corporate sustainable competitive advantage comes from their resources, which are difficult to imitate (<xref ref-type="bibr" rid="B116">Wernerfelt, 1984</xref>; <xref ref-type="bibr" rid="B9">Barney, 1991</xref>; <xref ref-type="bibr" rid="B119">Xu et al., 2019</xref>), and the scarce resources that companies cannot imitate come from the creation of R&#x0026;D activities (<xref ref-type="bibr" rid="B8">Bakar and Ahmad, 2010</xref>; <xref ref-type="bibr" rid="B52">Jawad and Mustafa, 2019</xref>). They believe that innovation is an important tool to achieve economic growth, environmental protection, and social development at the same time, and is the best way to use resources (<xref ref-type="bibr" rid="B57">Klewitz and Hansen, 2014</xref>; <xref ref-type="bibr" rid="B3">Akwesi, 2019</xref>). However, some scholars hold different views. They think that innovation investment can easily bring serious financial burdens (<xref ref-type="bibr" rid="B12">Beason and Weinstein, 1996</xref>; <xref ref-type="bibr" rid="B79">Nitsch, 2009</xref>), which inhibits rather than promotes corporate financial performance (<xref ref-type="bibr" rid="B33">Diaz Arias and van Beers, 2013</xref>). Moreover, some scholars consider that the relationship between technology and financial sustainability (FS) is different from its impact on social and environmental sustainability (SES) (<xref ref-type="bibr" rid="B93">Saunila et al., 2019</xref>). The first objective this paper intends to accomplish is to investigate the relationship between technology innovation and corporate sustainability. Furthermore, due to the imbalance of regional social and environmental development in China, whether the relationship between them has regional heterogeneity is also worthy to be explored.</p>
<p>Companies&#x2019; technology innovation activities have positive externalities of improving resource efficiency and promoting economic development (<xref ref-type="bibr" rid="B72">Long and Summers, 1991</xref>; <xref ref-type="bibr" rid="B128">Yudi et al., 2019</xref>). However, technology innovation also has risks such as long investment return cycle and competitors&#x2019; imitation (<xref ref-type="bibr" rid="B98">Staw and Dutton, 1981</xref>; <xref ref-type="bibr" rid="B77">McKinley et al., 2014</xref>), and government subsidies have always been an important means to compensate for such loss of technology spillover (<xref ref-type="bibr" rid="B6">Arrow, 1971</xref>; <xref ref-type="bibr" rid="B56">Kang and Park, 2012</xref>; <xref ref-type="bibr" rid="B64">Lim et al., 2017</xref>; <xref ref-type="bibr" rid="B89">Qiao and Su, 2020</xref>). As a pillar of China&#x2019;s strategic emerging industries, the renewable energy industry has been strongly supported by the government. However, according to the public budget expenditure for renewable energy published by the China Energy Administration (see <xref ref-type="fig" rid="F1">Figure 1</xref>), public funding subsidies for renewable energy have shown a gradual reduction process from 2013 to 2017. There is an upward trend after 2018, but it has not reached the original height, and the subsidies for the renewable energy industry are gradually receding. Although the purpose of subsidies is to guide innovation and achieve development, scholars have not reached a consensus on the effect of government subsidies. Some scholars consider that government subsidies are common tools to reduce the loss of private profits brought by technology spillovers and encourage companies to increase R&#x0026;D investment (<xref ref-type="bibr" rid="B11">Batlle, 2011</xref>; <xref ref-type="bibr" rid="B131">Zhang et al., 2014</xref>; <xref ref-type="bibr" rid="B99">Su and Zhou, 2019</xref>). Nevertheless, government subsidies can also inhibit the development of companies, because government subsidies may focus more on political gains rather than economic benefits, resulting in excessive production and efficiency losses and affecting the development of companies (<xref ref-type="bibr" rid="B12">Beason and Weinstein, 1996</xref>; <xref ref-type="bibr" rid="B15">Bergstr&#x00F6;m, 2000</xref>; <xref ref-type="bibr" rid="B104">Tzelepis and Skuras, 2004</xref>; <xref ref-type="bibr" rid="B47">Howell, 2017</xref>; <xref ref-type="bibr" rid="B49">Hu et al., 2019</xref>). The second objective this paper aims to accomplish is to explore what role the government subsidies play between technology innovation and corporate sustainability.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Public budget expenditure for renewable energy industry (unit: 10,000 yuan).</p></caption>
<graphic xlink:href="fenrg-09-638459-g001.tif"/>
</fig>
<p>Government supports the development of the renewable energy industry through multiple methods, including policy guidance, direct fiscal subsidies, tax incentives, and the establishment of special funds (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Appendix</xref>). In terms of policy guidance, since 2012, the government has attached great importance to the innovation of renewable energy companies and has issued several incentive policies to promote the development of renewable energy companies. In addition to policy guidance, direct financial subsidies have played a major role in alleviating funding difficulties for renewable energy companies and helping to promote products. The government also provides tax incentives in multiple taxes such as value-added tax, income tax, vehicle and vessel tax, and vehicle purchase tax. Besides, the government has established a special fund to support the development of the renewable energy industry. Therefore, investigating whether different types of government subsidies have different impacts on the relationship between technology innovation and corporate sustainability is the third objective this paper intends to accomplish.</p>
<p>The contributions of this paper: First, based on the micro company level, include government subsidies, technology innovation, and corporate sustainability into the same framework, discussing the role of government subsidies between technology innovation and corporate sustainability. Corporate sustainability is measured from two dimensions of financial and SES, which is different from most documents that only measure corporate sustainability from the growth of financial performance. This paper is an expansion for current studies about sustainable development. Second, due to the imbalance of regional social and environmental development, it is found that technology innovation has regional heterogeneity in the promotion of corporate sustainability. Renewable energy companies obtain different types of subsidies, so this paper subdivides government subsidies into government subsidies beforehand (GSB) and government subsidies afterwards (GSA); we find that different subsidies have different impacts on the relationship between technology innovation and corporate sustainability. Based on the study conclusions, we put forward feasible suggestions for the government to formulate and improve precise and effective subsidy policies.</p>
</sec>
<sec id="S2">
<title>Literature Review</title>
<sec id="S2.SS1">
<title>Sustainability</title>
<p>Sustainability has gradually become a new consensus for corporate development, which requires companies to promote corporate economic growth and solve corporate environmental problems by improving resource use efficiency and reducing environmental pollution (<xref ref-type="bibr" rid="B65">Lin and Benjamin, 2017</xref>). Regarding the definition of sustainability, the Brundtland Commission (<xref ref-type="bibr" rid="B115">WCED, 1987</xref>) emphasized the economic and environmental dimensions of sustainability and defined sustainability as &#x201C;meeting contemporary needs without compromising the satisfaction of future generations&#x2019; Need for development.&#x201D; The Triple bottom line proposed by <xref ref-type="bibr" rid="B36">Elkington (1998)</xref> also pointed out that broad sustainability includes three dimensions&#x2014;economy, society, and environment. The Triple bottom line puts forward new requirements for considering the development capabilities of companies, transforming from the pursuit of economic benefits to the common development of economy, society, and environment (<xref ref-type="bibr" rid="B128">Yudi et al., 2019</xref>). Environmental sustainability focuses on protecting the natural environment, reducing the consumption of natural resources, and producing environmentally friendly products (<xref ref-type="bibr" rid="B73">Lucas, 2010</xref>). Social sustainability emphasizes the improvement of the organizational relationship between human and society and the improvement of human well-being (<xref ref-type="bibr" rid="B38">Guerrero-Villegas et al., 2018</xref>). The economic aspect of sustainable development refers to maximizing profits by increasing revenue and reducing costs (<xref ref-type="bibr" rid="B52">Jawad and Mustafa, 2019</xref>). It is necessary to take into account the harmony and unity of the environment and society when expanding economic value. Therefore, this paper measures corporate sustainability from FS and SES.</p>
</sec>
<sec id="S2.SS2">
<title>Technology Innovation and Sustainability</title>
<p>Some studies have addressed the question of how technology innovation affects sustainability (see <xref ref-type="table" rid="T1">Table 1</xref>). Most studies suggest that technology innovation has a positive effect on sustainability. Especially for the renewable energy industry, technology innovation not only promotes economic sustainability (<xref ref-type="bibr" rid="B54">Jiang et al., 2020</xref>; <xref ref-type="bibr" rid="B121">Yan et al., 2020</xref>) but also reduces carbon dioxide emissions and promotes environmental sustainability (<xref ref-type="bibr" rid="B95">Solarin and Bello, 2019</xref>; <xref ref-type="bibr" rid="B23">Cheng et al., 2020</xref>). On the contrary, some scholars also put forward different opinions on the relationship between technology innovation and corporate sustainability. <xref ref-type="bibr" rid="B14">Bekhet and Latif (2018)</xref> believe that although technology innovation does not play a positive role in sustainable economic growth, the interaction between good governance quality and technology innovation will have a significant positive impact on economic sustainability in the long run. Also, some scholars believe that the impact of technology innovation on sustainability depends on the economic level of the region (<xref ref-type="bibr" rid="B5">Anis, 2020</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Literature review about technology innovation in the latest years.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Study</td>
<td valign="top" align="left">Dataset</td>
<td valign="top" align="left">Model</td>
<td valign="top" align="center" colspan="3">Variables<hr/></td>
<td valign="top" align="left">Major findings</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Dependent</td>
<td valign="top" align="left">Independent</td>
<td valign="top" align="left">Control</td>
<td valign="top" align="justify"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B14">Bekhet and Latif (2018)</xref></td>
<td valign="top" align="left">Malaysia (1985&#x2013;2015) Country level Time serious</td>
<td valign="top" align="left">ARDL; VECM; VAR; DOLS</td>
<td valign="top" align="left">Real gross domestic product</td>
<td valign="top" align="left">Technology innovation</td>
<td valign="top" align="left">Total employment; Electricity consumption; Domestic credit to private sector; Composite measure; Finance Institution; Gross fixed capital formation</td>
<td valign="top" align="left">There is the negative impact of technology innovation on economic growth; the interaction of technology innovation and governance institution quality has a positive and significant impact on economic growth</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B100">Su and An (2018)</xref></td>
<td valign="top" align="left">China (2009&#x2013;2015) Province level Panel data</td>
<td valign="top" align="left">Threshold regression</td>
<td valign="top" align="left">Sustainable development</td>
<td valign="top" align="left">Regional technology innovation</td>
<td valign="top" align="left">The secondary industry as a proportion of the GDP; Investments in industrial pollution treatment as indexes</td>
<td valign="top" align="left">There is a positive threshold effect between regional technology innovation and regional sustainable development</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B67">Lin and Zhu (2019)</xref></td>
<td valign="top" align="left">China (2000&#x2013;2015) Province level Panel data</td>
<td valign="top" align="left">Random-effect model; fixed effect model; Fully-modified OLS model</td>
<td valign="top" align="left">Per capita CO<sub>2</sub> emissions</td>
<td valign="top" align="left">Per capita income; Renewable energy technology innovation; Energy structure</td>
<td valign="top" align="left">Urbanization rate; Industrial structure</td>
<td valign="top" align="left">Renewable energy technology innovation has a significant negative effect on CO<sub>2</sub> emissions</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B68">Lin et al. (2019)</xref></td>
<td valign="top" align="left">China (2011&#x2013;2017) Firm level Panel data</td>
<td valign="top" align="left">GMM regression</td>
<td valign="top" align="left">Green innovation strategy</td>
<td valign="top" align="left">Corporate financial performance</td>
<td valign="top" align="left">Firm size; firm risk; Research and development intensity; Advertising intensity; Slack resources</td>
<td valign="top" align="left">Green innovation strategy positively affected the corporate financial performance</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B95">Solarin and Bello (2019)</xref></td>
<td valign="top" align="left">U.S. (1974&#x2013;2016) Country level Time serious</td>
<td valign="top" align="left">STIRPAT approach</td>
<td valign="top" align="left">CO<sub>2</sub> emission per capita</td>
<td valign="top" align="left">Real GDP per capita; Immigrant population; Total spending on research, Development and demonstration in the energy sector or energy innovations</td>
<td valign="top" align="left">-</td>
<td valign="top" align="left">Energy innovations significantly improve environmental quality</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B121">Yan et al. (2020)</xref></td>
<td valign="top" align="left">China (1997&#x2013;2015) Province level Panel data</td>
<td valign="top" align="left">PLFC model with a fixed-effects estimation method</td>
<td valign="top" align="left">Green productivity</td>
<td valign="top" align="left">Technology innovation</td>
<td valign="top" align="left">Accumulated green productivity level; Per capita GDP; Industrial structure; Energy structure; Foreign trade</td>
<td valign="top" align="left">The effect of renewable energy technology innovation on green productivity is significant only when the relative income level of a province passes a critical turning point.</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B54">Jiang et al. (2020)</xref></td>
<td valign="top" align="left">China (2009&#x2013;2016) Province level Panel data</td>
<td valign="top" align="left">Generalized Method of Moments (GMM) Vector Auto Regression (VAR)</td>
<td valign="top" align="left">Economic sustainability</td>
<td valign="top" align="left">Green innovation transformation</td>
<td valign="top" align="left">R&#x0026;D expenditure input intensity; Energy consumption</td>
<td valign="top" align="left">The green innovation transformation, instead of total innovation counts, can reduce energy consumption and benefit economic sustainability</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B5">Anis (2020)</xref></td>
<td valign="top" align="left">75 low-, middle-, and high-income countries (1990&#x2013;2014) Country level Time serious</td>
<td valign="top" align="left">VECM model</td>
<td valign="top" align="left">Gross domestic product; CO<sub>2</sub> emissions; Human development index</td>
<td valign="top" align="left">Technological innovation</td>
<td valign="top" align="left">-</td>
<td valign="top" align="left">Technology innovation (TI) contributes simultaneously to the economic, social, and environmental sustainable development only in the case of rich countries; TI only affects the economic and environmental dimensions in the middle-income countries; and no impact is found in the case of low-income countries</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">Chen et al. (2020)</xref></td>
<td valign="top" align="left">19 MENA countries (1990&#x2013;2016) Country level Time serious</td>
<td valign="top" align="left">The second-generation methodological approaches</td>
<td valign="top" align="left">Energy efficiency</td>
<td valign="top" align="left">Technology innovation</td>
<td valign="top" align="left">Shadow economy; Population; Structural transformation of economy</td>
<td valign="top" align="left">Technology innovation has a positive impact on energy efficiency</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B23">Cheng et al. (2020)</xref></td>
<td valign="top" align="left">China (2005&#x2013;2018) Country level Time serious</td>
<td valign="top" align="left">CCR, FMOLS, and DOLS methods</td>
<td valign="top" align="left">CO<sub>2</sub> emissions</td>
<td valign="top" align="left">Technology innovation; FD denotes fiscal decentralization</td>
<td valign="top" align="left">Economic globalization; Gross domestic product</td>
<td valign="top" align="left">Strategy of technology innovation is helpful in abating CO<sub>2</sub> emissions in China</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS3">
<title>The Role of Government Subsidies</title>
<p>Government subsidies are regarded as a tool to correct the market failure (<xref ref-type="bibr" rid="B6">Arrow, 1971</xref>). However, because of the inefficient subsidies caused by rent-seeking, in many conditions, government subsidies have not achieved the expected results. At present, the relationship between government subsidies and corporate sustainability can be divided into three categories: promotion, inhibition, and no impact. Scholars with the view of promotion believe that government subsidies can have a positive impact on corporate financial performance, market share, and environmental awareness. <xref ref-type="bibr" rid="B96">Soltani-Sobh et al. (2017)</xref> consider that the government incentives are positively correlated with the Electric vehicle market share growth in the US. <xref ref-type="bibr" rid="B31">Deng et al. (2020)</xref> divide government subsidies into selective subsidies and non-selective subsidies, suggesting that selective subsidies can help companies maintain high performance, while the effectiveness of non-selective subsidies depends on the intensity of regional legal protection and market competition. Besides, some scholars point out that the government will also promote companies&#x2019; emphasis on the environment (<xref ref-type="bibr" rid="B113">Wang and Zhang, 2020</xref>). Scholars with the opposite view believe that companies receiving government subsidies may focus more on political gains rather than economic benefits, resulting in excessive production and efficiency losses, and affecting the development of companies (<xref ref-type="bibr" rid="B12">Beason and Weinstein, 1996</xref>; <xref ref-type="bibr" rid="B15">Bergstr&#x00F6;m, 2000</xref>; <xref ref-type="bibr" rid="B104">Tzelepis and Skuras, 2004</xref>; <xref ref-type="bibr" rid="B47">Howell, 2017</xref>; <xref ref-type="bibr" rid="B49">Hu et al., 2019</xref>). Some scholars believe that government subsidies do not directly affect the sales of companies, but government subsidies make an indirect contribution to company sales by improving technology (<xref ref-type="bibr" rid="B63">Li et al., 2020</xref>). Technology comes from innovation, and government subsidies only play a guiding and supporting role, but the endogenous driving force for companies still comes from innovation. However, there is not a consensus on the relationship between government subsidies and technology innovation. Scholars with opposite views believe that government subsidies have a crowding-out effect on technology innovation (<xref ref-type="bibr" rid="B17">Busom, 2000</xref>; <xref ref-type="bibr" rid="B69">Liu et al., 2019</xref>). Supporters believe that government subsidies can promote the level of innovation (<xref ref-type="bibr" rid="B66">Lin and Luan, 2020</xref>; <xref ref-type="bibr" rid="B127">Yu et al., 2020</xref>). Other scholars pointed out that different technologies require different types of policy tools, and demand-driven policies may be more effective for renewable companies&#x2019; technology innovation (<xref ref-type="bibr" rid="B86">Pitelis et al., 2019</xref>). In addition, some scholars believe that the effect of government subsidies on technology innovation is non-linear; only at certain intervals can government innovation and non-innovation subsidies play a role in promoting innovation (<xref ref-type="bibr" rid="B71">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="B63">Li et al., 2020</xref>).</p>
<p>Above all, current studies have focused on the importance of technology innovation for sustainability, but most of the existing studies have focused on sustainability at the macro level and have not reached an agreement about the relationship between technology innovation and sustainability. Besides, although current studies have noticed that government subsidies, as external tools, will affect technology innovation and corporate growth, there is still considerable controversy over the effects of government subsidies. Therefore, based on the micro company perspective, this paper examines the impact of technology innovation on corporate sustainability and explores whether there is regional heterogeneity in the relationship between them. Besides, this paper explores the role of government subsidies in the impact of technology innovation on corporate sustainability and discusses whether different types of subsidies have different effects.</p>
</sec>
</sec>
<sec id="S3">
<title>Hypothesis Development</title>
<sec id="S3.SS1">
<title>The Relationship Between Technology Innovation and Corporate Sustainability</title>
<sec id="S3.SS1.SSS1">
<title>The Relationship Between Technology Innovation and FS</title>
<p>The resource-based view (RBV) and the knowledge-based view (KBV) explain why innovation affects corporate FS from the perspective of competitive advantage. RBV points out that companies with scarce resources that are difficult to imitate will gain a stronger competitive advantage and show better and sustainable financial performance (<xref ref-type="bibr" rid="B116">Wernerfelt, 1984</xref>; <xref ref-type="bibr" rid="B9">Barney, 1991</xref>; <xref ref-type="bibr" rid="B10">Barney, 2001</xref>; <xref ref-type="bibr" rid="B59">Kuncoro and Suriani, 2017</xref>; <xref ref-type="bibr" rid="B41">Hameed et al., 2020</xref>). Inimitable resources come from technology innovation (<xref ref-type="bibr" rid="B8">Bakar and Ahmad, 2010</xref>), because technology innovation helps companies develop new products and services, construct the barrier from their competitors, and make companies expand their business scale, then enhance their competitiveness (<xref ref-type="bibr" rid="B50">Ireland et al., 2001</xref>; <xref ref-type="bibr" rid="B99">Su and Zhou, 2019</xref>). Among all the resources pointed out by RBV, knowledge is the most relevant to the competitiveness of companies (<xref ref-type="bibr" rid="B109">Villasalero, 2017</xref>). KBV shows that transforming tacit knowledge into explicit knowledge is the source of sustainable competitive advantage (<xref ref-type="bibr" rid="B122">Yang, 2008</xref>, <xref ref-type="bibr" rid="B123">2012</xref>; <xref ref-type="bibr" rid="B52">Jawad and Mustafa, 2019</xref>). Technology Innovation contributes to knowledge management (<xref ref-type="bibr" rid="B55">Kamara et al., 2002</xref>), which leads to the explicit expression of accumulated knowledge. Therefore, innovation is a key factor for companies to seize the competition and promote corporate financial potential (<xref ref-type="bibr" rid="B84">Patterson, 1998</xref>; <xref ref-type="bibr" rid="B108">Veland and Shqipe, 2011</xref>; <xref ref-type="bibr" rid="B107">VanderPal, 2015</xref>; <xref ref-type="bibr" rid="B130">Zhang et al., 2018</xref>). Based on the analysis above, this paper proposes hypothesis 1:</p>
<list list-type="simple">
<list-item>
<label>H1:</label>
<p>There is a positive relationship between technology innovation and corporate FS.</p>
</list-item>
</list>
</sec>
<sec id="S3.SS1.SSS2">
<title>The Relationship Between Technology Innovation and SES</title>
<p>Due to the reduction of natural resources and the intensification of global warming issues, social and corporate stakeholders are paying more and more attention to corporate environmental and social sustainability (<xref ref-type="bibr" rid="B4">Albort-Morant et al., 2018</xref>; <xref ref-type="bibr" rid="B29">Davenport et al., 2019</xref>), which is different from only focusing on financial growth. In the face of this revolution, green technology innovation characterized by minimizing impacts on the environment by conserving energy and resources (<xref ref-type="bibr" rid="B61">Lee and Kim, 2011</xref>), providing companies with the opportunity to use win-win logic to increase innovation to improve competitiveness (<xref ref-type="bibr" rid="B88">Porter and Van der Linde, 1995</xref>; <xref ref-type="bibr" rid="B58">Kong et al., 2016</xref>; <xref ref-type="bibr" rid="B51">Ishak et al., 2017</xref>; <xref ref-type="bibr" rid="B62">Li et al., 2019</xref>). Because producing green products, low resource consumption, high cleanliness, etc. are the characteristics of the renewable energy company, the technology innovation of the renewable company is consistent with the meaning of green technology innovation, which makes positive contributions to the realization of environmental and social sustainable development goals (<xref ref-type="bibr" rid="B118">Xie et al., 2019</xref>). So, to sum up, this paper proposes hypothesis 2:</p>
<list list-type="simple">
<list-item>
<label>H2:</label>
<p>There is a positive relationship between technology innovation and corporate SES.</p>
</list-item>
</list>
</sec>
</sec>
<sec id="S3.SS2">
<title>The Role of Government Subsidies Between Technology Innovation and Corporate Sustainability</title>
<p>Because of the long investment return cycle, competitors&#x2019; imitation, and uncertainty (<xref ref-type="bibr" rid="B98">Staw and Dutton, 1981</xref>; <xref ref-type="bibr" rid="B77">McKinley et al., 2014</xref>), under-investment in innovation is obvious in the market (<xref ref-type="bibr" rid="B7">Arrow, 1972</xref>). Government subsidies are considered an important tool to solve market failure problems. Subsidies aim to show a signal effect, helping companies relieve financial pressure when doing innovation activities (<xref ref-type="bibr" rid="B127">Yu et al., 2020</xref>). However, government subsidies also bring many unexpected negative effects, especially when government subsidies are tremendous. Companies choose rent-seeking rather than innovation to enhance their short-term competitive advantage, excessive subsidies make rent-seeking activity and crowding-out effect more serious, hindering their promotion effect on innovation, which inhibit companies&#x2019; long-term development (<xref ref-type="bibr" rid="B47">Howell, 2017</xref>; <xref ref-type="bibr" rid="B85">Peng and Liu, 2018</xref>; <xref ref-type="bibr" rid="B2">Ahn et al., 2020</xref>; <xref ref-type="bibr" rid="B39">Guo et al., 2020</xref>). Therefore, this paper proposes hypothesis 3:</p>
<list list-type="simple">
<list-item>
<label>H3:</label>
<p>There is a threshold effect of government subsidies, when government subsidies are greater than the threshold value, the contribution of technology innovation to FS would be weakened.</p>
</list-item>
</list>
<p>Based on stakeholder theory, companies must respond to the needs of stakeholders when making decisions to gain a competitive advantage (<xref ref-type="bibr" rid="B92">Roy and Goll, 2014</xref>). Therefore, the focus of stakeholders&#x2019; concerns will affect the operating direction of companies, especially those that have received government subsidies (<xref ref-type="bibr" rid="B31">Deng et al., 2020</xref>). With the increasing attention paid to the environment and society, to obtain government subsidies, companies will carry out more innovative activities to take more environmental and social responsibility, and companies that have received subsidies will also actively indicate to stakeholders that they attach importance to SES (<xref ref-type="bibr" rid="B113">Wang and Zhang, 2020</xref>). However, government subsidies may also have a crowding-out effect on technology innovation (<xref ref-type="bibr" rid="B17">Busom, 2000</xref>: <xref ref-type="bibr" rid="B69">Liu et al., 2019</xref>) and excessive government subsidies act as a substitution in the relationship between innovation and SES, thereby inhibiting innovation&#x2019;s promotion to SES. Based on the analysis above, this paper proposes hypothesis 4:</p>
<list list-type="simple">
<list-item>
<label>H4a:</label>
<p>Government subsidies have a positive moderating effect on the relationship between technology innovation and SES.</p>
</list-item>
<list-item>
<label>H4b:</label>
<p>Government subsidies have a negative moderating effect on the relationship between technology innovation and SES.</p>
</list-item>
</list>
</sec>
</sec>
<sec id="S4">
<title>Research Method</title>
<sec id="S4.SS1">
<title>Data</title>
<p>This paper selects the data of China A-share listed companies from 2014 to 2019 in the field of renewable energy. The data of ESG rating and technology innovation comes from the Wind database, the data of government subsidies is collected from the companies&#x2019; annual reports, and the rest comes from the CSMAR. After excluding samples with ST, ST<sup>&#x2217;</sup>, and missing main variables, a panel data of 166 Chinese renewable energy companies is obtained (there are 830 observations) finally.</p>
</sec>
<sec id="S4.SS2">
<title>Variables</title>
<p>In this study, the dependent variables are the FS and SES, and the independent variable is technology innovation. Government subsidies are the threshold variable and the moderating variable. In addition, our study considers some control variables. The selected variables will be discussed separately later, and the definition of each variable is presented in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Independent variable, dependent variable, moderating (threshold) variable, and control variable definition.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Variable type</td>
<td valign="top" align="left">Variable name</td>
<td valign="top" align="center">Variable code</td>
<td valign="top" align="left">Variable definitions</td>
<td valign="top" align="left">Data sources</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Dependent variable</td>
<td valign="top" align="left">Financial sustainability</td>
<td valign="top" align="center">FS</td>
<td valign="top" align="left">(Total operating income for the current year - Total operating income for last year)/Total operating income for last year</td>
<td valign="top" align="left">CSMAR</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Social and environmental sustainability</td>
<td valign="top" align="center">SES</td>
<td valign="top" align="left">Assign a value of 0 to ratings BBB and below, and 1 to ratings above BBB</td>
<td valign="top" align="left">Wind</td>
</tr>
<tr>
<td valign="top" align="left">Independent variable</td>
<td valign="top" align="left">Technology innovation</td>
<td valign="top" align="center">Inn</td>
<td valign="top" align="left">Total R&#x0026;D expenditure/Total operating income</td>
<td valign="top" align="left">Wind</td>
</tr>
<tr>
<td valign="top" align="left">Moderating or threshold variable</td>
<td valign="top" align="left">Government subsidies</td>
<td valign="top" align="center">Gov</td>
<td valign="top" align="left">Government subsidies recorded in current profit and loss+government subsidies recorded in other income+increase in deferred income in the current financial report decrease in deferred income in the current financial report</td>
<td valign="top" align="left">Company Annual Report</td>
</tr>
<tr>
<td valign="top" align="left">Control variable</td>
<td valign="top" align="left">Company size</td>
<td valign="top" align="center">Size</td>
<td valign="top" align="left">The company&#x2019;s total operating income takes the logarithm;</td>
<td valign="top" align="left">CSMAR</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Capital structure</td>
<td valign="top" align="center">Lev</td>
<td valign="top" align="left">Debt-to-asset ratio</td>
<td valign="top" align="left">CSMAR</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Return on assets</td>
<td valign="top" align="center">ROA</td>
<td valign="top" align="left">Net income/Average balance of total assets</td>
<td valign="top" align="left">CSMAR</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Equity concentration</td>
<td valign="top" align="center">Top1</td>
<td valign="top" align="left">H index (square of the shareholding ratio of the largest shareholder)</td>
<td valign="top" align="left">CSMAR</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Company age</td>
<td valign="top" align="center">Age</td>
<td valign="top" align="left">Measured as the number of years from registration</td>
<td valign="top" align="left">CSMAR</td>
</tr>
</tbody>
</table></table-wrap>
<sec id="S4.SS2.SSS1">
<title>Corporate Sustainability</title>
<p>This paper analyzes corporate sustainability from two dimensions: FS and SES. Firstly, for the FS, <xref ref-type="bibr" rid="B76">McKelvie and Wiklund (2010)</xref> indicates that companies with different types and companies in different periods show different growth characteristics. <xref ref-type="bibr" rid="B45">Higgins (1981)</xref> points out that FS reflects a company&#x2019;s ability to use resources to obtain income. <xref ref-type="bibr" rid="B103">Tibor et al. (2015)</xref> and <xref ref-type="bibr" rid="B85">Peng and Liu (2018)</xref> define income as entrepreneurial companies&#x2019; growth capacities. However, revenue only reflects companies&#x2019; financial performance, not show the dynamic growth of the companies. <xref ref-type="bibr" rid="B82">Pandey (1994)</xref> and <xref ref-type="bibr" rid="B134">Zhao and Wijewardanab (2012)</xref> explained that in the long run, the company&#x2019;s growth is an increase in company size and activities. Growth means that the company&#x2019;s expansion activities involve sales, profits, and assets. <xref ref-type="bibr" rid="B120">Xu et al. (2020)</xref> point out that the FS is the maximum growth rate of operating revenue that can be achieved, and the average sales growth is a recurring indicator of performance because it discloses market acceptance and technical quality (<xref ref-type="bibr" rid="B75">Marino and De Noble, 1997</xref>; <xref ref-type="bibr" rid="B106">Utsch and Rauch, 2000</xref>), which is also regarded as an important parameter of corporate competitiveness (<xref ref-type="bibr" rid="B16">Bobillo et al., 2006</xref>; <xref ref-type="bibr" rid="B26">Ciro et al., 2020</xref>). Therefore, this paper selects the growth rate of operating revenue as an indicator of FS.</p>
<p>Sustainability needs to meet multiple aspects simultaneously (<xref ref-type="bibr" rid="B36">Elkington, 1998</xref>); FS alone cannot represent corporate sustainability (<xref ref-type="bibr" rid="B37">Gladwin et al., 1995</xref>). According to the &#x201C;Triple bottom line&#x201D; concept, society and environment are also two important parts of sustainability. So, this paper chooses ESG rating to measure SES. ESG is an important standard for measuring environmental protection and social responsibility of companies. The environmental rating takes into account waste of resources, green products, environmental violations, etc.; social rating is the concern for social contribution and external certification of the new energy company (<xref ref-type="bibr" rid="B78">Nirino et al., 2020</xref>). <xref ref-type="bibr" rid="B80">Nollet et al. (2016)</xref> believes that ESG rating is one of the best parameters for measuring the environmental, social, and business impact of the companies.</p>
<p>This paper selects Hua Zheng ESG Rating Index in the Wind database to measure the SES. Referring to the study of <xref ref-type="bibr" rid="B132">Zhang and Zhao (2019)</xref>, we quantify the companies&#x2019; ESG performance as 0, if its ESG rating is BBB and below, and quantify the remaining companies&#x2019; ESG performance as 1.</p>
</sec>
<sec id="S4.SS2.SSS2">
<title>Technology Innovation</title>
<p>Previous studies have used the intensity of R&#x0026;D investment (<xref ref-type="bibr" rid="B28">Cumming et al., 2016</xref>), all intangible assets and capability (<xref ref-type="bibr" rid="B102">Sung, 2019</xref>), the proportion of technical staff, design or research, the proportion of sales or profits of new products (<xref ref-type="bibr" rid="B24">Chouaibi, 2020</xref>), and the number of patent applications (<xref ref-type="bibr" rid="B44">He et al., 2018</xref>; <xref ref-type="bibr" rid="B87">Plank and Doblinger, 2018</xref>) to measure technology innovation. It is a kind of strategic behavior that companies increase innovation inputs to raise profit opportunities (<xref ref-type="bibr" rid="B27">Clausen, 2009</xref>), and R&#x0026;D investment can reflect companies&#x2019; efforts in promoting technology innovation and companies&#x2019; innovation ability (<xref ref-type="bibr" rid="B40">Hagedoorn and Cloodt, 2003</xref>). So, referring to the study of <xref ref-type="bibr" rid="B120">Xu et al. (2020)</xref>, this paper uses the proportion of R&#x0026;D expenditure to operating income to measure technology innovation.</p>
</sec>
<sec id="S4.SS2.SSS3">
<title>Government Subsidies</title>
<p>Government subsidies are often measured by the natural logarithm of the total amount of government subsidies (<xref ref-type="bibr" rid="B117">Wu and Hu, 2020</xref>) or public expenditure for encouraging R&#x0026;D and protection activities for industrial intellectual property (<xref ref-type="bibr" rid="B102">Sung, 2019</xref>). <xref ref-type="bibr" rid="B49">Hu et al. (2019)</xref> use the government subsidy amount reported under the non-operating income on the Statement of Financial Performance and divide it by the total assets as the indicator. <xref ref-type="bibr" rid="B133">Zhang and Guan (2021)</xref> choose the government subsidy amount in the annual report data of listed companies as the indicator. Combining the latest China Accounting Standards for government subsidies in 2017 and the study of <xref ref-type="bibr" rid="B97">Song et al. (2020)</xref>, this paper uses government subsidies amount in deferred income and current income to measure government subsidies.</p>
</sec>
<sec id="S4.SS2.SSS4">
<title>Control Variables</title>
<p>This paper selects five control variables based on previous studies: company size, equity concentration, return on total assets (ROA), company age, and capital structure.</p>
<p>The natural logarithm of revenue is used to measure the size of the company. The scale of a company is directly related to finances, and it is usually reflected in total assets, fixed assets, income, and the number of employees (<xref ref-type="bibr" rid="B1">Ahmedova, 2015</xref>). Considering that most of the renewable energy companies are in the start-up stage, revenue can more fully reflect the size of the company, so this paper chooses natural logarithm of revenue.</p>
<p>The capital structure is reflected by the debt-to-asset ratio. An increase of debt will aggravate financial risk and worsen capital constraints (<xref ref-type="bibr" rid="B127">Yu et al., 2020</xref>), and innovation is a risky activity with a long-lasting cycle (<xref ref-type="bibr" rid="B63">Li et al., 2020</xref>), so this paper chooses debt-to-asset ratio to measure the company&#x2019;s risk situation.</p>
<p>ROA refers to the profitability of a company on its total assets. Return on total assets is usually defined as an accounting measure of performance (<xref ref-type="bibr" rid="B110">Waddock and Graves, 1997</xref>), which can be used to measure the company&#x2019;s profitability. The most basic requirement of corporate sustainability is continuous profitability, so this paper chooses ROA as one of the control variables.</p>
<p>The H index is used to measure the concentration of equity. The share ratio of major shareholders may affect the way managers use government subsidies. Equity diversification can strengthen management supervision and restrain rent-seeking behavior (<xref ref-type="bibr" rid="B127">Yu et al., 2020</xref>). Equity concentration may lead to insufficient technology innovation activities because of &#x201C;moral hazard&#x201D; (<xref ref-type="bibr" rid="B66">Lin and Luan, 2020</xref>).</p>
<p>The company age. Young companies have additional resource constraints than old companies (<xref ref-type="bibr" rid="B102">Sung, 2019</xref>), and older companies have more time to accumulate knowledge and experience to support innovation (<xref ref-type="bibr" rid="B63">Li et al., 2020</xref>), so the company age is also an important control variable.</p>
</sec>
</sec>
<sec id="S4.SS3">
<title>Econometric Model</title>
<sec id="S4.SS3.SSS1">
<title>Effect of Technology Innovation on FS and SES</title>
<p>According to the study of <xref ref-type="bibr" rid="B49">Hu et al. (2019)</xref> and <xref ref-type="bibr" rid="B124">Yang et al. (2019)</xref>, this paper constructs the regression model (1) as below to test the impact of technology innovation on FS. Referring to <xref ref-type="bibr" rid="B13">Ben-Akiva and Lerman (1985)</xref>, this paper constructs the regression model (2) to test the effect of technology innovation on SES:</p>
<disp-formula id="S4.E1">
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<p>where <italic>i</italic> is the firm and <italic>t</italic> is the year; &#x03BC;<sub><italic>i</italic></sub> is the unobservable firm-specific effect and &#x03B7;<sub><italic>t</italic></sub> refers to the unobservable time-specific effect; and &#x03B2; is the coefficients of the effect of technology innovation on FS and SES. <italic>Size</italic>, <italic>Top</italic>1, <italic>ROA</italic>, <italic>Lev</italic>, and <italic>Age</italic> are included in control variables, which represent the heterogeneity of companies. &#x03B5;<sub><italic>i</italic>,<italic>t</italic></sub> refers to the random error term.</p>
</sec>
<sec id="S4.SS3.SSS2">
<title>Threshold and Moderating Effect of Government Subsidies</title>
<p>Referring to <xref ref-type="bibr" rid="B90">Qing et al. (2021)</xref>, existing studies typically add a quadratic term to the model or consider Hansen&#x2019;s static threshold model. Hansen first proposed the threshold model (<xref ref-type="bibr" rid="B42">Hansen, 1999</xref>), which was used to describe the characteristics of skip or structural break as for the correlation between different variables. <xref ref-type="bibr" rid="B94">Seo and Shin (2016)</xref> proposed the first-difference GMM estimation of the dynamic panel threshold model. On this basis, this paper constructs the regression model (3) to test the threshold effect of government subsidies.</p>
<p>Hansen believes that the explanatory variable or the independent threshold variable can be set as the threshold variable. Therefore, when one of the threshold variables is selected, the other threshold variables could still be used as control variables. So, this paper selects government subsidies as the threshold.</p>
<p>Referring to <xref ref-type="bibr" rid="B46">Hong et al. (2019)</xref>, <xref ref-type="bibr" rid="B70">Liu and Tsaur (2020)</xref>, and <xref ref-type="bibr" rid="B127">Yu et al. (2020)</xref>, this paper adds the interaction between government subsidies and technology innovation to construct the regression model (4) to test the moderating effect of government subsidies:</p>
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<p><italic>c</italic><sub>1</sub> denotes threshold values of the government subsidies. <italic>&#x03B2;</italic><sub>1</sub>, <italic>&#x03B2;</italic><sub>2</sub> are the coefficients of the effect of technology innovation on FS under the single threshold effect of government subsidies. <italic>&#x03B2;</italic><sub>3</sub> indicates the impact of government subsidies on the effects of technology innovation on SES.</p>
</sec>
</sec>
</sec>
<sec id="S5">
<title>Empirical Results</title>
<sec id="S5.SS1">
<title>Descriptive Statistics and Correlation Analysis</title>
<p>The descriptive statistics and correlations of dependent variables, independent variables, moderating (threshold) variable, and control variables are shown in <xref ref-type="table" rid="T3">Tables 3</xref>, <xref ref-type="table" rid="T4">4</xref>, respectively.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Descriptive statistics.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Variables</td>
<td valign="top" align="center">Obs</td>
<td valign="top" align="center">Mean</td>
<td valign="top" align="center">Std. dev.</td>
<td valign="top" align="center">Min</td>
<td valign="top" align="center">Max</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">FS</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.196</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.359</td>
<td valign="top" align="center">&#x2013;0.422</td>
<td valign="top" align="center">&#x00A0;&#x00A0;1.811</td>
</tr>
<tr>
<td valign="top" align="left">SES</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.436</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.496</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">Inn</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.045</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.028</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.152</td>
</tr>
<tr>
<td valign="top" align="left">Gov (a hundred million)</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">&#x00A0;&#x00A0;1.502</td>
<td valign="top" align="center">3.92</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">58.019</td>
</tr>
<tr>
<td valign="top" align="left">Size</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">22.094</td>
<td valign="top" align="center">&#x00A0;&#x00A0;1.367</td>
<td valign="top" align="center">18.993</td>
<td valign="top" align="center">25.744</td>
</tr>
<tr>
<td valign="top" align="left">Top1</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.113</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.095</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.007</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.413</td>
</tr>
<tr>
<td valign="top" align="left">ROA</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.029</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.047</td>
<td valign="top" align="center">&#x2013;0.165</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.153</td>
</tr>
<tr>
<td valign="top" align="left">Lev</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.097</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.897</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">18.917</td>
<td valign="top" align="center">&#x00A0;&#x00A0;4.791</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">34</td>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Correlations coefficients.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">FS</td>
<td valign="top" align="center">SES</td>
<td valign="top" align="center">Inn</td>
<td valign="top" align="center">Gov</td>
<td valign="top" align="center">Size</td>
<td valign="top" align="center">Top1</td>
<td valign="top" align="center">ROA</td>
<td valign="top" align="center">Lev</td>
<td valign="top" align="center">Age</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">FS</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">SES</td>
<td valign="top" align="center">&#x2212;0.058&#x002A;</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Inn</td>
<td valign="top" align="center">&#x2212;0.060&#x002A;</td>
<td valign="top" align="center">&#x2212;0.080&#x002A;&#x002A;</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Gov</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x2212;0.068&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.228&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0310</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Size</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.00700</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.439&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x2212;0.406&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.438&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Top1</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x2212;0.078&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.109&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x2212;0.083&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.053&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.160&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">ROA</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.265&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.082&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.0360&#x00A0;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.00600</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.084&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.0110</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Lev</td>
<td valign="top" align="center">&#x00A0;&#x2013;0.0440</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.128&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x2212;0.318&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.151&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.546&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.074&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;0.330&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x2212;0.101&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x00A0;&#x00A0;0.149&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x2212;0.134&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.134&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.278&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x00A0;&#x00A0;&#x2212;0.167&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2013;0.00200</td>
<td valign="top" align="center">&#x00A0;&#x00A0;0.211&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Standard errors are in parentheses</italic>.</attrib>
<attrib><italic>&#x002A;&#x002A;&#x002A;p &#x003C; 0.01, &#x002A;&#x002A;p &#x003C; 0.05, &#x002A;p &#x003C;0 .1.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>The average of FS is 19.6%, the minimum is &#x2212;42.2%, and the maximum is 181.1%, indicating that most of the sample companies are in the growth stage, but the development gap between companies is large; the average of SES is 0.436, indicating that the overall performance of the sample companies is relatively good in environment and society, and the standard deviation is 0.496, which means that there are differences in SES among different companies; R&#x0026;D investment accounts for 4.5% of operating income, indicating that the sample companies focus on R&#x0026;D investment and technology innovation as a whole; the average value of Gov is 1.502, indicating the government&#x2019;s positive attitude toward the development of renewable energy companies, and the standard deviation is 3.92, indicating that government subsidies vary greatly among different companies.</p>
<p>This paper uses the Pearson method to analyze the correlation between variables. The results in <xref ref-type="table" rid="T3">Table 3</xref> show that there is a high correlation between FS, SES, Gov, and Inn, indicating that the variables are statistically correlated. The correlation coefficient between the variables is low (&#x003C;0.5), and VIF is &#x003E;1 and &#x003C;10, indicating that there is no interference of multicollinearity.</p>
</sec>
<sec id="S5.SS2">
<title>Regression Analysis</title>
<p>According to previous study results, technology innovation has a lag effect on companies&#x2019; development (<xref ref-type="bibr" rid="B129">Yun et al., 2008</xref>; <xref ref-type="bibr" rid="B18">Campbell, 2012</xref>; <xref ref-type="bibr" rid="B126">Yarden and Caldes, 2013</xref>; <xref ref-type="bibr" rid="B120">Xu et al., 2020</xref>), so this paper lags the technology innovation variables by 1 year. Referring to the studies of <xref ref-type="bibr" rid="B91">Roberts and Whited (2011)</xref>; <xref ref-type="bibr" rid="B101">Sudarshan and Todd (2012)</xref>, and <xref ref-type="bibr" rid="B130">Zhang et al. (2018)</xref>, this paper avoids the endogenous problem between technology innovation and corporate sustainability through the practice of lagging technology innovation, and it is obvious that the current corporate sustainability has no impact on previous technology innovation. Besides, to eliminate the interference of outliers on the estimation results, this paper winsorizes our variables at the 1st and 99th percentiles.</p>
<sec id="S5.SS2.SSS1">
<title>The Relationship Between Technology Innovation and FS</title>
<p>The result of the Hausman test (<italic>P</italic> &#x003C; 0.0000) shows that the fixed effects regression model is suitable. The regression analysis results are as follows:</p>
<p>From the regression results of model (1) in <xref ref-type="table" rid="T5">Table 5</xref>, it can be seen that there is a significant positive relationship between Inn_L and FS (<italic>&#x03B2;</italic> = 6.578, <italic>p</italic> &#x003C; 0.01), which means that technology innovation will promote the company&#x2019;s FS. Therefore, hypothesis 1 is accepted. The reason may be that, on the one hand, the pioneer advantage gained by companies through technology innovation can help the company respond to rapid changes and the heterogeneity of markets (<xref ref-type="bibr" rid="B24">Chouaibi, 2020</xref>; <xref ref-type="bibr" rid="B74">Ma et al., 2021</xref>); on the other hand, technology innovation can provide organizations with continuous learning ability (<xref ref-type="bibr" rid="B22">Cheng et al., 2014</xref>).</p>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>Regression results.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">(1)</td>
<td valign="top" align="center">(2)</td>
<td valign="top" align="center">(3)</td>
<td valign="top" align="center">(4)</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">FS</td>
<td valign="top" align="center">SES</td>
<td valign="top" align="center">FS</td>
<td valign="top" align="center">SES</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Inn_L</td>
<td valign="top" align="center">6.578&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">7.799&#x002A;&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">7.284&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(1.403)</td>
<td valign="top" align="center">(2.893)</td>
<td/>
<td valign="top" align="center">(3.018)</td>
</tr>
<tr>
<td valign="top" align="left">Gov</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.148&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">(0.088)</td>
</tr>
<tr>
<td valign="top" align="left">Inn&#x002A;Gov</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">&#x2212;1.115&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">(0.632)</td>
</tr>
<tr>
<td valign="top" align="left">Size</td>
<td valign="top" align="center">0.386&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.825&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.268&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.744&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.052)</td>
<td valign="top" align="center">(0.074)</td>
<td valign="top" align="center">(0.038)</td>
<td valign="top" align="center">(0.094)</td>
</tr>
<tr>
<td valign="top" align="left">Top1</td>
<td valign="top" align="center">&#x2212;0.081</td>
<td valign="top" align="center">1.331</td>
<td valign="top" align="center">0.427</td>
<td valign="top" align="center">1.406</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.659)</td>
<td valign="top" align="center">(0.865)</td>
<td valign="top" align="center">(0.496)</td>
<td valign="top" align="center">(0.858)</td>
</tr>
<tr>
<td valign="top" align="left">ROA</td>
<td valign="top" align="center">2.527&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">2.947&#x002A;</td>
<td valign="top" align="center">2.758&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">3.248&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.319)</td>
<td valign="top" align="center">(1.642)</td>
<td valign="top" align="center">(0.336)</td>
<td valign="top" align="center">(1.656)</td>
</tr>
<tr>
<td valign="top" align="left">Lev</td>
<td valign="top" align="center">&#x2212;0.001</td>
<td/>
<td valign="top" align="center">&#x2212;0.002</td>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.002)</td>
<td/>
<td valign="top" align="center">(0.002)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">0_Inn_L</td>
<td/>
<td/>
<td valign="top" align="center">7.735&#x002A;&#x002A;&#x002A;</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(0.889)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">1_Inn_L</td>
<td/>
<td/>
<td valign="top" align="center">3.067&#x002A;&#x002A;&#x002A;</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(0.957)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td/>
<td valign="top" align="center">0.031&#x002A;</td>
<td/>
<td valign="top" align="center">0.029&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">(0.017)</td>
<td/>
<td valign="top" align="center">(0.017)</td>
</tr>
<tr>
<td valign="top" align="left">Cons</td>
<td valign="top" align="center">&#x2212;8.534&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;19.673&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;6.001&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;17.944&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(1.151)</td>
<td valign="top" align="center">(1.686)</td>
<td valign="top" align="center">(0.844)</td>
<td valign="top" align="center">(2.106)</td>
</tr>
<tr>
<td valign="top" align="left">Observations</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">830</td>
</tr>
<tr>
<td valign="top" align="left"><italic>R</italic><sup>2</sup></td>
<td valign="top" align="center">0.312</td>
<td valign="top" align="center">0.171</td>
<td valign="top" align="center">0.263</td>
<td valign="top" align="center">0.174</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Standard errors are in parentheses</italic>.</attrib>
<attrib><italic>&#x002A;&#x002A;&#x002A;p &#x003C; 0.01, &#x002A;&#x002A;p &#x003C; 0.05, &#x002A;p &#x003C; 0.1.</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S5.SS2.SSS2">
<title>The Relationship Between Technology Innovation and SES</title>
<p>Since ESG indicators are dummy variables, this paper uses the logit model to perform regression analysis. According to the regression results of model (2) in <xref ref-type="table" rid="T5">Table 5</xref>, Inn_L can promote corporate SES, so hypothesis 2 is accepted. It proves that renewable energy companies&#x2019; innovation has the characteristics of green technology innovation, which minimizes impacts on the environment by conserving energy and resources (<xref ref-type="bibr" rid="B61">Lee and Kim, 2011</xref>), is beneficial to reduce environmental impacts during a product&#x2019;s life cycle (<xref ref-type="bibr" rid="B25">Christensen, 2011</xref>), and improves processes to reduce adverse environmental impacts. Renewable energy companies&#x2019; innovation brings them differentiation advantages (<xref ref-type="bibr" rid="B22">Cheng et al., 2014</xref>) and is beneficial to their SES.</p>
</sec>
<sec id="S5.SS2.SSS3">
<title>The Role of Government Subsidies Between Technology Innovation and Corporate Sustainability</title>
<sec id="S5.SS2.SSS3.Px1">
<title>Threshold effect of government subsidies between technology innovation and FS</title>
<p>This paper uses government subsidies as the threshold variable. The result in <xref ref-type="table" rid="T6">Table 6</xref> shows that only a single threshold model is significant at the 1% level. Additionally, a small confidence interval indicates that the threshold value is accurate; that is, the effect of Inn_L on FS has a single threshold effect of Gov. The estimated thresholds for Gov is 0.5181, and the 95% confidence interval for threshold values is [0.5066, 0.5193].</p>
<table-wrap position="float" id="T6">
<label>TABLE 6</label>
<caption><p>Results of the threshold effect test.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Gov</td>
<td valign="top" align="center"><italic>F</italic>-value</td>
<td valign="top" align="center"><italic>P</italic>-value</td>
<td valign="top" align="center">Threshold value</td>
<td valign="top" align="center">95% confidence interval</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Single threshold</td>
<td valign="top" align="center">&#x00A0;&#x00A0;30.35&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0050</td>
<td valign="top" align="center">0.6820</td>
<td valign="top" align="center">[0.6598, 0.6842]</td>
</tr>
<tr>
<td valign="top" align="left">Double threshold</td>
<td valign="top" align="center">8.34</td>
<td valign="top" align="center">0.3790</td>
<td valign="top" align="center">6.2007</td>
<td valign="top" align="center">[4.2809, 6.2182]</td>
</tr>
</tbody>
</table></table-wrap>
<p>According to the regression results of model (3) in <xref ref-type="table" rid="T5">Table 5</xref>, we can find that if Gov exceeds the threshold, the promotion effect of Inn_L weakens. When the Gov is less than the threshold, a 1% increase of Inn_L results in a 7.735% increase in FS at the 1% significance level. When Gov exceeds the threshold, for every 1% increase in Inn_L, FS increases to 3.067% at the 1% significance level. The results show that technology innovation has a significant threshold effect on FS, so hypothesis 3 is accepted.</p>
<p>It means when government subsidies are greater than the threshold value, with the increase of government subsidies, the crowding-out effect emerges (<xref ref-type="bibr" rid="B53">Jiang and Yan, 2018</xref>). Excessive government subsidies would be wasted through various rent-seeking approaches (<xref ref-type="bibr" rid="B117">Wu and Hu, 2020</xref>), which weakens companies&#x2019; capability to innovate independently in the long term (<xref ref-type="bibr" rid="B127">Yu et al., 2020</xref>), that is, suppresses companies&#x2019; financial growth.</p>
</sec>
<sec id="S5.SS2.SSS3.Px2">
<title>Moderating effect of government subsidies between technology innovation and SES</title>
<p>According to the regression results of model (4) in <xref ref-type="table" rid="T5">Table 5</xref>, the regression coefficient of the cross term between Gov and Inn_L is negative (<italic>p</italic> &#x003C; 10%), indicating that Gov has a negative moderating effect on the promotion relationship between Inn_L and SES. Thus, hypothesis 4b is accepted.</p>
<p>The result suggests that government subsidies have a crowding-out effect on technology innovation (<xref ref-type="bibr" rid="B69">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B17">Busom, 2000</xref>) and excessive government subsidies act as a substitution in the relationship between innovation and SES, inhibiting the positive effect of technology innovation. Companies would choose rent-seeking to achieve short-term benefits (<xref ref-type="bibr" rid="B60">Lee et al., 2014</xref>; <xref ref-type="bibr" rid="B35">Du and Mickiewicz, 2016</xref>), instead of developing long-term environmental and social projects. Thus hindering the promotion of technology innovation on SES.</p>
</sec>
</sec>
</sec>
<sec id="S5.SS3">
<title>Robustness Test</title>
<p>In order to further verify the reliability of the study results and investigate the stability of the model, this paper adjusts the period of the sample, changing the study time to 2014&#x2013;2018, to conduct a robustness test. The results are as above.</p>
<p>The results of the robustness test in <xref ref-type="table" rid="T7">Table 7</xref> are consistent with previous regression in general, indicating that even if we change the time frame of the data and reduce the sample size, technology innovation still has a positive effect on financial, social, and environmental sustainability. Besides, excessive government subsidies weaken the role of technology innovation in promoting both FS and SES. These indicate that the model in this paper is robust and the study results also have certain reliability.</p>
<table-wrap position="float" id="T7">
<label>TABLE 7</label>
<caption><p>Results of robustness test.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">(1)</td>
<td valign="top" align="center">(2)</td>
<td valign="top" align="center">(3)</td>
<td valign="top" align="center">(4)</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">FS</td>
<td valign="top" align="center">SES</td>
<td valign="top" align="center">FS</td>
<td valign="top" align="center">SES</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Inn_L</td>
<td valign="top" align="center">8.349&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">8.88&#x002A;&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">11.176&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(1.544)</td>
<td valign="top" align="center">(3.062)</td>
<td/>
<td valign="top" align="center">(3.364)</td>
</tr>
<tr>
<td valign="top" align="left">Gov</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.336&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">(0.159)</td>
</tr>
<tr>
<td valign="top" align="left">Inn&#x002A;Gov</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">&#x2212;5.6&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">(2.732)</td>
</tr>
<tr>
<td valign="top" align="left">Size</td>
<td valign="top" align="center">0.514&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.85&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.367&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.779&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.065)</td>
<td valign="top" align="center">(0.084)</td>
<td valign="top" align="center">(0.046)</td>
<td valign="top" align="center">(0.102)</td>
</tr>
<tr>
<td valign="top" align="left">Top1</td>
<td valign="top" align="center">&#x2212;0.05</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.539</td>
<td valign="top" align="center">0.655</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.76)</td>
<td valign="top" align="center">(0.964)</td>
<td valign="top" align="center">(0.562)</td>
<td valign="top" align="center">(0.956)</td>
</tr>
<tr>
<td valign="top" align="left">ROA</td>
<td valign="top" align="center">2.261&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">2.469</td>
<td valign="top" align="center">2.633&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">3.013&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.351)</td>
<td valign="top" align="center">(1.712)</td>
<td valign="top" align="center">(0.379)</td>
<td valign="top" align="center">(1.72)</td>
</tr>
<tr>
<td valign="top" align="left">Lev</td>
<td valign="top" align="center">&#x2212;0.002</td>
<td/>
<td valign="top" align="center">&#x2212;0.003</td>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.003)</td>
<td/>
<td valign="top" align="center">(0.002)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">0_Inn_L</td>
<td/>
<td/>
<td valign="top" align="center">8.981&#x002A;&#x002A;&#x002A;</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(1.001)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">1_Inn_L</td>
<td/>
<td/>
<td valign="top" align="center">5.641&#x002A;&#x002A;&#x002A;</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(1.113)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td/>
<td valign="top" align="center">0.029</td>
<td/>
<td valign="top" align="center">0.029</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="center">(0.019)</td>
<td/>
<td valign="top" align="center">(0.019)</td>
</tr>
<tr>
<td valign="top" align="left">Cons</td>
<td valign="top" align="center">&#x2212;11.328&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;20.044&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;8.206&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">-18.684&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(1.394)</td>
<td valign="top" align="center">(1.897)</td>
<td valign="top" align="center">(0.994)</td>
<td valign="top" align="center">(2.259)</td>
</tr>
<tr>
<td valign="top" align="left">Observations</td>
<td valign="top" align="center">664</td>
<td valign="top" align="center">664</td>
<td valign="top" align="center">664</td>
<td valign="top" align="center">664</td>
</tr>
<tr>
<td valign="top" align="left"><italic>R</italic><sup>2</sup></td>
<td valign="top" align="center">0.357</td>
<td valign="top" align="center">0.169</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">0.175</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Standard errors are in parentheses</italic>.</attrib>
<attrib><italic>&#x002A;&#x002A;&#x002A;p &#x003C; 0.01, &#x002A;&#x002A;p &#x003C; 0.05, &#x002A;p &#x003C; 0.1.</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="S6">
<title>Discussion</title>
<sec id="S6.SS1">
<title>Regional Heterogeneity</title>
<p>In order to further study whether the impact of technology innovation on corporate sustainability has regional heterogeneity, and according to the division of regions by the National Bureau of Statistic, we find that the east covers 445 samples, central covers 105 samples, and west covers 80 samples, which means that listed renewable energy companies are mainly located in the east, with a small number of samples in the central and west, and the development level of the central and west is relatively backward compared to the eastern regions, so this paper divides the region into the east and the central &#x0026; west (C&#x0026;W).</p>
<p>Grouping regression was carried out according to the region. The results of grouping regression are shown in <xref ref-type="table" rid="T8">Table 8</xref>. The empirical <italic>p</italic>-values are estimated based on the null hypothesis that the coefficients are equal for the two groups under consideration.</p>
<table-wrap position="float" id="T8">
<label>TABLE 8</label>
<caption><p>Regional impact of technology innovation on corporate sustainability.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">(1)</td>
<td valign="top" align="center">(2)</td>
<td valign="top" align="center">(3)</td>
<td valign="top" align="center">(4)</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">East_FS</td>
<td valign="top" align="center">C&#x0026;W_FS</td>
<td valign="top" align="center">East_SES</td>
<td valign="top" align="center">C&#x0026;W_SES</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Inn_L</td>
<td valign="top" align="center">6.205&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">9.936&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">10.547&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;14.030</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(5.21)</td>
<td valign="top" align="center">(4.05)</td>
<td valign="top" align="center">(2.56)</td>
<td valign="top" align="center">(&#x2212;1.54)</td>
</tr>
<tr>
<td valign="top" align="left">Size</td>
<td valign="top" align="center">0.385&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.374&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.876&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">1.085&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(7.31)</td>
<td valign="top" align="center">(2.81)</td>
<td valign="top" align="center">(7.87)</td>
<td valign="top" align="center">(6.01)</td>
</tr>
<tr>
<td valign="top" align="left">Top1</td>
<td valign="top" align="center">0.326</td>
<td valign="top" align="center">&#x2212;0.839</td>
<td valign="top" align="center">3.126&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;2.106</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.60)</td>
<td valign="top" align="center">(&#x2212;0.82)</td>
<td valign="top" align="center">(2.28)</td>
<td valign="top" align="center">(&#x2212;1.17)</td>
</tr>
<tr>
<td valign="top" align="left">ROA</td>
<td valign="top" align="center">2.236&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">3.796&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">4.109&#x002A;</td>
<td valign="top" align="center">&#x2212;1.719</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(5.52)</td>
<td valign="top" align="center">(3.93)</td>
<td valign="top" align="center">(1.67)</td>
<td valign="top" align="center">(&#x2212;0.42)</td>
</tr>
<tr>
<td valign="top" align="left">Lev</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">&#x2212;0.004</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.89)</td>
<td valign="top" align="center">(&#x2212;1.05)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td/>
<td/>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">0.064</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(0.26)</td>
<td valign="top" align="center">(1.33)</td>
</tr>
<tr>
<td valign="top" align="left">cons</td>
<td valign="top" align="center">&#x2212;8.781&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;8.291&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;20.517&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;24.640&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(&#x2212;7.65)</td>
<td valign="top" align="center">(&#x2212;2.80)</td>
<td valign="top" align="center">(&#x2212;8.12)</td>
<td valign="top" align="center">(&#x2212;6.18)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>N</italic></td>
<td valign="top" align="center">445</td>
<td valign="top" align="center">185</td>
<td valign="top" align="center">445</td>
<td valign="top" align="center">185</td>
</tr>
<tr>
<td valign="top" align="left">Empirical <italic>p</italic>-values</td>
<td valign="top" align="left" colspan="2">0.1730</td>
<td valign="top" align="left" colspan="2">0.004</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Standard errors are in parentheses</italic>.</attrib>
<attrib><italic>&#x002A;&#x002A;&#x002A;p &#x003C; 0.01, &#x002A;&#x002A;p &#x003C; 0.05, &#x002A;p &#x003C; 0.1.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<sec id="S6.SS1.SSS1">
<title>Effect of Technology Innovation on FS Between the East and C&#x0026;W</title>
<p>According to the regression results of models (1) and (2) in <xref ref-type="table" rid="T8">Table 8</xref>, the coefficients of Inn_L in the two groups are 6.205 and 9.936, which are both significant at the 1% level; that is, Inn_L has a positive effect on FS. However, empirical <italic>p</italic>-value is 0.1730, suggesting that there is no significant difference in the coefficient of Inn_L between the two groups, which means that there is no difference in the promotion of technology innovation on FS between the east and the C&#x0026;W.</p>
<p>The conclusion that the technology innovation of companies in the east and the C&#x0026;W promotes the FS is consistent with the conclusion of <xref ref-type="bibr" rid="B83">Pandit et al. (2011)</xref>, and their result shows that activities related to innovation have a positive impact on profits, while controlling the company&#x2019;s leverage and its scale. A possible reason is that the technology innovation of companies can bring about a decrease in production and management costs, thereby increasing corporate profits and improving corporate financial performance. More importantly, <xref ref-type="bibr" rid="B135">Zhu et al. (2014)</xref> found that the accumulated technological progress will enhance the core competitiveness of the company, and external investors will be full of confidence in the future development of the company, so that the value of the company will continue to increase.</p>
</sec>
<sec id="S6.SS1.SSS2">
<title>Effect of Technology Innovation on SES Between the East and C&#x0026;W</title>
<p>From the regression results of models (3) and (4) in <xref ref-type="table" rid="T8">Table 8</xref>, it can be seen that there is a significant positive relationship between Inn_L and SES (<italic>&#x03B2;</italic> = 10.547, <italic>p</italic> &#x003C; 0.05) in the east. However, Inn_L has no significant effect in the C&#x0026;W. The empirical <italic>p</italic>-value is 0.004, suggesting that there is a significant difference in the coefficient of Inn_L between the two groups, which means that there is difference in the relationship of technology innovation and SES between the east and C&#x0026;W.</p>
<p>A possible reason is that there are differences in the regional environmental and social development between the east and the C&#x0026;W. <xref ref-type="bibr" rid="B125">Yang and Wen (2017)</xref> found that the green development efficiency of the east and the C&#x0026;W presents a serious polarization pattern. <xref ref-type="bibr" rid="B21">Chen and Wang (2018)</xref> believed that due to population migration, the C&#x0026;W are aging faster than the east. The study of <xref ref-type="bibr" rid="B48">Hu et al. (2018)</xref> found that the average urban land use efficiency of China is higher in the east than in the C&#x0026;W under the concept of green development. The quality of industrial development between the east and the west has the biggest difference (<xref ref-type="bibr" rid="B30">Deng and Liu, 2021</xref>). The east is no longer in the stage of relying on pollutant emissions to promote economic growth, while the increase in population and resource consumption in the central region leads to more pollutant emissions, and the west region is weak in environmental protection (<xref ref-type="bibr" rid="B43">He and Ran, 2009</xref>). With the same technology innovation resources, the contribution value of the economic indicators such as &#x201C;GDP,&#x201D; &#x201C;GDP per capita,&#x201D; and &#x201C;industrial added value&#x201D; in the northwest is lower than that in the east (<xref ref-type="bibr" rid="B136">Zhu and Zhang, 2005</xref>).</p>
<p>Due to the imbalance of regional social and environmental development, there are corresponding differences between eastern and C&#x0026;W companies in the performance of social responsibility and innovation capabilities. Firstly, there are different degrees of emphasis placed on environmental and social responsibility. The eastern companies have a deeper understanding of the concept of social responsibility and related standards (<xref ref-type="bibr" rid="B32">Deng and He, 2013</xref>). Second, there are differences in the practice of company social responsibility, which means that eastern companies are at the highest level in terms of social responsibility for shareholders, employees, and environmental resources and the construction of a social responsibility management system, while company social responsibility in the northwest is the lowest level in China (<xref ref-type="bibr" rid="B34">Dong and Liu, 2017</xref>). Third, there are differences in the company&#x2019;s innovation capabilities. There are obvious regional differences in the distribution of corporate innovation capabilities, and it shows the same spatial pattern as China&#x2019;s regional economic development (<xref ref-type="bibr" rid="B112">Wang and Gao, 2017</xref>). Thus, there is obvious regional heterogeneity in the impact of company technology innovation on SES. Compared with the C&#x0026;W, the technology innovation of eastern companies has played a significant role in promoting SES.</p>
</sec>
</sec>
<sec id="S6.SS2">
<title>The Role of GSB and GSA</title>
<p>According to the &#x201C;Accounting Standard for Business Enterprises No. 16&#x2013;Government grants,&#x201D; government subsidies received by companies can be subdivided into government subsidies related to assets and government subsidies related to income. Government subsidies related to assets refer to government subsidies obtained by companies for purchasing and constructing long-term assets. Government subsidies related to income refer to government subsidies other than government subsidies related to assets. Government subsidies related to income can be subdivided into those used to compensate the related costs or losses in the future period and those used to compensate the related costs or losses that have incurred. According to the time when companies receive the government subsidies, this paper defines those compensations for the related costs or losses that the company has incurred as GSA, and other subsidies as GSB. Taking the new energy vehicle industry as an example, subsidies for companies&#x2019; R&#x0026;D investment, intellectual property awards, and establishment of R&#x0026;D bases belong to the GSB. While price subsidies, exemption from purchase tax, and electricity subsidies can be classified as GSA. Referring to the study of <xref ref-type="bibr" rid="B127">Yu et al. (2020)</xref>, we use the increase in deferred government subsidies in the current financial report to measure GSB and measure GSA as the amount of subsidies recorded in current profit and loss, and in other income after deducting the amortization of deferred income.</p>
<sec id="S6.SS2.SSS1">
<title>The Role of GSB</title>
<p>According to the regression results of model (2) and model (4) in <xref ref-type="table" rid="T9">Table 9</xref>, GSB inhabit the positive relationship between technology innovation and corporate sustainability.</p>
<table-wrap position="float" id="T9">
<label>TABLE 9</label>
<caption><p>Effects of GSA and GSB on corporate sustainability.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">(1)</td>
<td valign="top" align="center">(2)</td>
<td valign="top" align="center">(3)</td>
<td valign="top" align="center">(4)</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">FS (GSA)</td>
<td valign="top" align="center">FS (GSB)</td>
<td valign="top" align="center">SES (GSA)</td>
<td valign="top" align="center">SES (GSB)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Inn_L</td>
<td/>
<td/>
<td valign="top" align="center">9.176&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">8.267&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(2.966)</td>
<td valign="top" align="center">(3.004)</td>
</tr>
<tr>
<td valign="top" align="left">Gov</td>
<td/>
<td/>
<td valign="top" align="center">0.299&#x002A;&#x002A;</td>
<td valign="top" align="center">0.348&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(0.131)</td>
<td valign="top" align="center">(0.176)</td>
</tr>
<tr>
<td valign="top" align="left">Inn&#x002A;Gov</td>
<td/>
<td/>
<td valign="top" align="center">&#x2212;4.517&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;4.406&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(2.09)</td>
<td valign="top" align="center">(2.142)</td>
</tr>
<tr>
<td valign="top" align="left">Size</td>
<td valign="top" align="center">0.257&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.2&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.764&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.776&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.039)</td>
<td valign="top" align="center">(0.038)</td>
<td valign="top" align="center">(0.084)</td>
<td valign="top" align="center">(0.085)</td>
</tr>
<tr>
<td valign="top" align="left">Top1</td>
<td valign="top" align="center">0.483</td>
<td valign="top" align="center">0.561</td>
<td valign="top" align="center">1.402</td>
<td valign="top" align="center">1.335</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.499)</td>
<td valign="top" align="center">(0.512)</td>
<td valign="top" align="center">(0.856)</td>
<td valign="top" align="center">(0.866)</td>
</tr>
<tr>
<td valign="top" align="left">ROA</td>
<td valign="top" align="center">2.729&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">2.972&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">3.374&#x002A;&#x002A;</td>
<td valign="top" align="center">3.028&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.339)</td>
<td valign="top" align="center">(0.345)</td>
<td valign="top" align="center">(1.65)</td>
<td valign="top" align="center">(1.643)</td>
</tr>
<tr>
<td valign="top" align="left">Lev</td>
<td valign="top" align="center">&#x2212;0.002</td>
<td valign="top" align="center">&#x2212;0.003&#x002A;</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.002)</td>
<td valign="top" align="center">(0.002)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">0_Inn_L</td>
<td valign="top" align="center">7.156&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">6.064&#x002A;&#x002A;&#x002A;</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.878)</td>
<td valign="top" align="center">(0.881)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">1_Inn_L</td>
<td valign="top" align="center">2.94&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">4.491&#x002A;&#x002A;&#x002A;</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.996)</td>
<td valign="top" align="center">(1.19)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td/>
<td/>
<td valign="top" align="center">0.03&#x002A;</td>
<td valign="top" align="center">0.032&#x002A;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">(0.017)</td>
<td valign="top" align="center">(0.017)</td>
</tr>
<tr>
<td valign="top" align="left">cons</td>
<td valign="top" align="center">&#x2212;5.774&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;4.488&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;18.468&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">&#x2212;18.714&#x002A;&#x002A;&#x002A;</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">(0.847)</td>
<td valign="top" align="center">(0.838)</td>
<td valign="top" align="center">(1.901)</td>
<td valign="top" align="center">(1.917)</td>
</tr>
<tr>
<td valign="top" align="left">Observations</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">830</td>
<td valign="top" align="center">830</td>
</tr>
<tr>
<td valign="top" align="left"><italic>R</italic><sup>2</sup></td>
<td valign="top" align="center">0.254</td>
<td valign="top" align="center">0.215</td>
<td valign="top" align="center">0.176</td>
<td valign="top" align="center">0.174</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Standard errors are in parentheses</italic>.</attrib>
<attrib><italic>&#x002A;&#x002A;&#x002A;p &#x003C; 0.01, &#x002A;&#x002A;p &#x003C; 0.05, &#x002A;p &#x003C; 0.1.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>The reason may be that the renewable energy industry is a technology-intensive industry; if companies want to gain a competitive advantage, they need to continue to carry out technology innovation. However, technology innovation requires a large amount of capital investment and has a high degree of uncertainty and spillover effects, which reduces the motivation for corporate innovation to a certain extent. The government needs to give certain subsidies and support before the start of the innovation project, that is, GSB. Because GSB are received before the investment in the project, they created a larger space for rent-seeking (<xref ref-type="bibr" rid="B60">Lee et al., 2014</xref>; <xref ref-type="bibr" rid="B35">Du and Mickiewicz, 2016</xref>; <xref ref-type="bibr" rid="B117">Wu and Hu, 2020</xref>). Therefore, when the threshold for subsidies is low, there are many companies attracted to squeeze into the renewable energy industry, especially large traditional energy companies (<xref ref-type="bibr" rid="B85">Peng and Liu, 2018</xref>). These large companies are more likely to receive subsidies due to their political connections, making start-ups that need subsidies for technology innovation unable to receive financial support. On the one hand, the intervention of several traditional energy companies has increased the intensity of competition in the renewable energy industry, and on the other hand, they have distorted the allocation efficiency of subsidies. Under the dual pressures of finance and excessive competition, the innovative motivation of renewable energy companies has weakened, which inhibits corporate sustainability.</p>
</sec>
<sec id="S6.SS2.SSS2">
<title>The Role of GSA</title>
<p>According to the regression results of the threshold effect test in <xref ref-type="table" rid="T10">Table 10</xref>, only a single threshold model is significant at the 1% level for GSA, while GSB has no threshold effect. The estimated threshold for GSA is 0.4907, and the 95% confidence interval for threshold values is [0.4561, 0.4974]. In <xref ref-type="table" rid="T8">Table 8</xref>, When GSA exceed the threshold, for every 1% increase in technology innovation, the coefficient of financial growth decreases from 7.156 to 2.94%. The regression coefficient of the cross term between GSA and technology innovation is negative in model (3). These indicate that GSA are the main reason for the threshold effect of government subsidies and have a restraining effect on the relationship between technology innovation and corporate sustainability.</p>
<table-wrap position="float" id="T10">
<label>TABLE 10</label>
<caption><p>Results of the threshold effect test.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Threshold variables</td>
<td valign="top" align="center" colspan="2">Single threshold<hr/></td>
<td valign="top" align="center">Threshold value</td>
<td valign="top" align="center">95% confidence interval</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="center"><italic>F</italic>-value</td>
<td valign="top" align="center"><italic>P</italic>-value</td>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">GSA</td>
<td valign="top" align="center">46.97&#x002A;&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0000</td>
<td valign="top" align="center">0.4907</td>
<td valign="top" align="center">[0.4561, 0.4974]</td>
</tr>
<tr>
<td valign="top" align="left">GSB</td>
<td valign="top" align="center">4.62</td>
<td valign="top" align="center">0.6520</td>
<td valign="top" align="center">0.6736</td>
<td valign="top" align="center">[0.6480, 0.6963]</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Standard errors are in parentheses.</italic></attrib>
<attrib><italic>&#x002A;&#x002A;&#x002A;p &#x003C; 0.01, &#x002A;&#x002A;p &#x003C; 0.05, &#x002A;p &#x003C; 0.1.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>GSA aim to make up for the cost of completed projects, but they alleviate the promotion of technology innovation on corporate sustainability. Our results are different from the opinions of some scholars. Some scholars believe that GSA will be more effective than GSB (<xref ref-type="bibr" rid="B85">Peng and Liu, 2018</xref>), because GSA have a smaller rent-seeking space. This paper considers that although GSA are intended to help companies to expand market influence, if the actual production and sales capacity of renewable energy companies is not taken into account when formulating subsidy policies, only making the number of driving permits, registration certificates, and license plates reported as a basis for subsidies gives companies room to cheat for subsidies. Taking new energy vehicles as an example, 2013&#x2013;2015 is a golden period for China to vigorously develop the new energy vehicle industry. The scope and amount of subsidies continue to expand, which provides opportunities for companies to cheat. For example, on September 8, 2016, the Ministry of Finance revealed that five new energy vehicle manufacturers, including Suzhou Jimxi Bus Manufacturing Co., Ltd., intended to defraud the government&#x2019;s subsidies for more than one billion yuan. These companies used licenses without cars, cars without electricity, inconsistent signs, related parties and dealers idle, end-users idle, and other means to defraud government subsidies by inflating production quantity. On the one hand, cheating for subsidies reduces the efficiency of subsidies. Innovative companies that need subsidies fail to obtain funds, which undermines the companies&#x2019; enthusiasm for innovation. On the other hand, the actual sales situation is not taken into account in making the subsidy standards, falsely reporting their market influence through idle production after production or through expanding production blandly. GSA only play a role in mobilizing the companies&#x2019; enthusiasm in production, not promoting the enthusiasm for innovation, but have a negative impact on corporate sustainability.</p>
</sec>
</sec>
</sec>
<sec id="S7">
<title>Conclusion and Policy Implications</title>
<sec id="S7.SS1">
<title>Conclusion</title>
<p>This study investigates the impact of technology innovation on corporate financial, social, and environmental sustainability and further investigates the mechanism of government subsidies in the relationship between technology innovation and corporate sustainability. A sample of 830 observations is obtained from the 166 A-share listed companies in the renewable energy industry of China from 2014 to 2019. The hypotheses are tested by the application of the fixed-effect model and the logit model. The following conclusions are drawn:</p>
<list list-type="simple">
<list-item>
<label>(1)</label>
<p>Technology innovation will promote financial, social, and environmental sustainability.</p>
</list-item>
<list-item>
<label>(2)</label>
<p>Technology innovation has a significant role in promoting FS in both the eastern and central and western regions; technology innovation has regional heterogeneity in SES and has a significant role in promoting the eastern and central and western regions.</p>
</list-item>
<list-item>
<label>(3)</label>
<p>When the government subsidies are greater than the threshold value, the role of technology innovation in promoting FS is weakened.</p>
</list-item>
<list-item>
<label>(4)</label>
<p>Government subsidies play a negative role in the relationship between technology innovation and SES).</p>
</list-item>
<list-item>
<label>(5)</label>
<p>The threshold effect of subsidies mainly comes from the GSA, while the moderating effect of government subsidies is caused by both GSA and GSB.</p>
</list-item>
</list>
</sec>
<sec id="S7.SS2">
<title>Policy Implications</title>
<p>The objective of this paper is to empirically analyze the impact of technology innovation on corporate sustainability and investigate what role government subsidies play. This paper enriches the theoretical studies about the sustainable development of renewable energy companies. Furthermore, this paper puts forward the following policy implications:</p>
<p>First, refine the subsidy policy to achieve precise subsidies. At present, except for the new energy vehicles industry, most subsidy policies for the renewable energy industry are too broad, only suggesting policy directions without specifying specific implementation measures, so the operability is poor. Future policy formulation can be more precise and strengthen supervision and management during policy implementation.</p>
<p>Second, adjust the directions of subsidies. At present, the GSA and GSB in the renewable energy industry are not effective. Because GSB give space for rent-seeking, the future policies should focus on R&#x0026;D subsidies and establishing a reasonable technical threshold. Improve market research work, and make technology standards adapt to market development. For GSA, the focus can be shifted to subsidies for supporting facilities and subsidies for consumers, as price subsidies and purchase subsidies may have negative effects such as blind production. Taking the new energy vehicle industry as an example, at present, China&#x2019;s subsidies are mostly concentrated on the promotional subsidies; insufficient charging facilities are another important factor that limits the development of the new energy vehicle market. The government should adjust the directions of subsidies, to improve the market consumers&#x2019; acceptance of new energy vehicles. Besides, most of the current subsidies focused on companies and pay insufficient attention to consumers. The government can refer to the experience of other countries, such as the U.S. federal government to purchase new energy vehicles to take a slope-back tax credit and the U.S. state governments through electricity tariff relief and driving facilities and other supporting subsidies to reduce the cost of using new energy vehicles. Through subsidies to enable consumers to get real benefits, improve the efficiency of subsidies and expand the market influence of renewable energy companies.</p>
<p>Third, increase the stimulation for R&#x0026;D. Because innovation is an important driving force to promote corporate sustainability, the government can put forward higher requirements for companies&#x2019; innovation, from subsidy driven gradually to policy promotion. The Chinese government has issued a number of subsidies to motivate companies to carry out R&#x0026;D to increase innovation for many years, but the efficiency of subsidies has been undermined by the rent-seeking behavior. How to make companies&#x2019; innovation from encouraging to compulsory is the core of government policy-making. The Measures for the Parallel Management of Average Fuel Consumption and Points of New Energy Vehicles for Passenger Vehicle Companies, issued in September 2017, form a market-oriented mechanism to promote the coordinated development of energy-saving and new energy vehicles through the establishment of a point trading mechanism, which, to a certain extent, imposes mandatory requirements on the innovation. In the future, technology innovation not only needs to be driven by subsidy policy but also needs to be promoted by reward and punishment measures.</p>
<p>The subsidy policies can only play a role in guiding development; for companies in the context of high-quality development, how to enhance their innovation ability is the first way to achieve sustainable development. In the early stage of the COVID era, China&#x2019;s renewable energy industry faces the dual pressure of subsidy declines and production shutdowns. The production and sales of new energy vehicles fell by about 50%, and a large number of wind power projects planned and under construction were difficult to complete. In the face of emergencies, the government has taken a lot of helping measures for the renewable energy industry, such as extending the subsidies for new energy vehicles for 2 years to 2022. In order to cut off the transmission path of the COVID-19 as far as possible, off-line production activities during the COVID era were strictly managed, and the advantages of automated production and cloud office gradually show out. Digitalization and intelligence are future transformation directions of companies. In the post-COVID era, guiding the renewable energy industry to accelerate the digitalization process and making technology innovation fully include digital transformation can be the focus of policy guidance. Companies should fully grasp the opportunity of intelligent transformation to better achieve corporate sustainability, that is, not only to apply intelligence and digitalization to product innovation, but also to promote it to management and governance innovation. This paper will further explore the relationship among different types of technology innovation, government subsidies, and corporate sustainability in the post-COVID era in the future study.</p>
<p>Our study has insightful results, but it also has some limitations. Due to limitations on data availability, we only collect panel data over a relatively short time period. As a result, we cannot investigate the long-term effects. We will try to integrate the long-term effect of technology innovation in the future.</p>
</sec>
</sec>
<sec id="S8">
<title>Data Availability Statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link ext-link-type="uri" xlink:href="https://www.gtarsc.com/#/index">https://www.gtarsc.com/#/index</ext-link>, and Wind dataset.</p>
</sec>
<sec id="S9">
<title>Author Contributions</title>
<p>All authors listed have made a substantial, direct and intellectual contribution to the work, and approved it for publication.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This work was supported by Science Foundation of China University of Petroleum-Beijing (No. ZX20200109).</p>
</fn>
</fn-group>
<ack>
<p>The data refers to the National Bureau of Statistics, and it is publicly available.</p>
</ack>
<sec id="S12" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fenrg.2021.638459/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenrg.2021.638459/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
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