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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2025.1629814</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Health economics evidence for food system policy: a systematic review of reviews</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Fu</surname> <given-names>Lin</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author"><name><surname>Pokhilenko</surname> <given-names>Irina</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>van Rens</surname> <given-names>Thijs</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Smith</surname> <given-names>Richard</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Frew</surname> <given-names>Emma</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/687816"/>
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<on-behalf-of>The Mandala Consortium</on-behalf-of>
</contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Centre for Economics of Obesity, School of Applied Health Sciences, College of Medicine and Health, University of Birmingham</institution>, <city>Birmingham</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Economics, University of Warwick</institution>, <city>Coventry</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Public Health and Sport Sciences, Faculty of Health and Life Sciences, University of Exeter</institution>, <city>Exeter</city>, <country country="gb">United Kingdom</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Emma Frew, <email xlink:href="mailto:e.frew@bham.ac.uk">e.frew@bham.ac.uk</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-12">
<day>12</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1629814</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>31</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Fu, Pokhilenko, van Rens, Smith and Frew.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Fu, Pokhilenko, van Rens, Smith and Frew</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-12">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>Food system interventions are needed for improving public health and to address health inequalities. Economics evidence enables an understanding of the costs associated with these interventions when offset against the gains to society. Here, we define economic analysis as studies of the effect of an intervention on prices, profits or balance sheets. By mapping this evidence, we gain an understanding of whether interventions target the production (supply-side) or consumption (demand-side) aspects of the system. This is helpful for identifying which &#x201C;cluster&#x201D; of policies have been more readily investigated in the academic literature, what the evidence says, and where there are gaps in evidence. The aims of this review were to synthesise the economics evidence on food system interventions designed to improve population health, to identify the most studied areas of the system, the economics methods used, and any trends in methodological choices based on the type of intervention. A search strategy to identify reviews published between 2012 and 2024 was applied to seven databases. The focus was on the whole population in high-income countries. Thirty-six reviews were identified covering 718 primary studies. There were 21 reviews focused on demand-side interventions, such as taxes and subsidies on sugar-sweetened beverages or foods high in salt, sugar and fat, and only four reviews that looked at solely supply-side interventions. Eleven reviews were on a mix of both demand and supply side interventions. We found that supply side (e.g., reformulation) interventions were more effective at altering dietary behaviours when compared to demand side interventions (e.g., labelling). Supply-side evaluations tended to use ex-ante methods for hypothetical interventions, while demand side evaluations used a mix of both ex-ante and ex-post designs. Synthesising the cost-effectiveness of the interventions across the reviews was challenging due to heterogeneity of methods applied. Due to the wide range of agents and sectors involved, a cost&#x2013;benefit analysis from a societal perspective is the most recommended economic evaluation method. Further studies are needed to identify the most efficient mix of intervention components likely to achieve substantial health and economic impacts.</p>
<sec>
<title>Systematic review registration</title>
<p><ext-link xlink:href="https://www.crd.york.ac.uk/prospero/" ext-link-type="uri">https://www.crd.york.ac.uk/prospero/</ext-link>, Identifier CRD42022360714.</p>
</sec>
</abstract>
<kwd-group>
<kwd>economics</kwd>
<kwd>health</kwd>
<kwd>food-system</kwd>
<kwd>cost-effectiveness</kwd>
<kwd>costs</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by the UK Research and Innovation (UKRI) Strategic Priorities Fund [BB/V004832/1] as part of The Mandala Consortium. Staff involved in this project were also supported by the National Institute for Health and Care Research (NIHR) (NIHR300773).</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="51"/>
<page-count count="12"/>
<word-count count="9312"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Food Policy and Economics</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Over the last 20&#x202F;years there has been increasing evidence on how the food system is contributing to worsening population health. Factors such as the increased supply of ultra-processed foods (<xref ref-type="bibr" rid="ref1">1</xref>), the emergence of the convenience culture (<xref ref-type="bibr" rid="ref2">2</xref>), the influence of marketing campaigns promoting foods high in fat, sugar and salt (HFSS) (<xref ref-type="bibr" rid="ref3">3</xref>), social norms (<xref ref-type="bibr" rid="ref4">4</xref>), and decline in home cooking skills (<xref ref-type="bibr" rid="ref5">5</xref>), have been reported as among the causes. This has led to governments globally paying greater attention to intervening in the food system and developing food system strategies such as the UK National Food Strategy in 2021 (<xref ref-type="bibr" rid="ref6">6</xref>), the Canadian Food Policy in 2019 (<xref ref-type="bibr" rid="ref7">7</xref>), the EU Farm to Fork Strategy in 2020 (<xref ref-type="bibr" rid="ref8">8</xref>), and the Australian National Food Plan in 2013 (<xref ref-type="bibr" rid="ref9">9</xref>).</p>
<p>Economics is key when assessing which food system policies to implement. First, there is a need to understand the economic principles and processes within the system without any intervention, establishing the relationships and processes determining how food is produced, distributed, and consumed. Second, there is a need to understand the economics associated with potential interventions, including their cost-effectiveness (which interventions will bring about the greatest benefit for least cost), how the costs and benefits are distributed across different &#x2018;agents&#x2019; in the system, the timing of costs and benefits (including how short term investment might lead to longer term population health gains) and how investing in different parts of the food system can lead to gains or losses in other parts of the system.</p>
<p>Challenging methodological issues emerge when evaluating food system interventions as they are often complex in nature, occur in real-world settings, involve multiple stakeholders and sectors, and have several interacting components. This requires adapting methods to take account of this complexity and the use of both qualitative and quantitative techniques to answer a wider range of research questions (<xref ref-type="bibr" rid="ref10">10</xref>). Economics plays an important role within complex evaluation design, as it can help answer questions related to the scalability and sustainability of interventions and ensures an understanding of the distribution of costs and benefits across the whole food system.</p>
<p>Despite recognising the significance of the economics of food system interventions, there is a notable gap in understanding how that has shaped research activities and influenced the distribution of economics evidence across various types of interventions. Identifying which interventions have received the most attention in academic studies helps to reveal key research gaps and what the evidence indicates regarding the effectiveness of interventions from an economics perspective. Furthermore, it can offer insights into the trends in methods used within the research studies, as well as any patterns related to where in the food system these interventions are implemented. It can also highlight whether specific types of interventions are associated with particular methodological evaluative approaches.</p>
<p>This paper reports a timely review of existing reviews to facilitate a more systematic understanding of the economics of food system interventions, in terms of the quantity, type, and quality of the economics evidence available. The focus is on high-income country settings as these countries have food systems with a set of features including technological advancements, consumer behaviours, and health and nutrition challenges, very different to low- and middle-income country settings. It is also focused on identifying evidence for interventions that have a clear pathway to understanding impact upon population health.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<title>Materials and methods</title>
<sec id="sec3">
<title>Protocol and registration</title>
<p>The review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, and a narrative synthesis was conducted. A protocol was developed and registered in PROSPERO (International Prospective Register of Systematic Reviews, registration number CRD42022360714).</p>
</sec>
<sec id="sec4">
<title>Search strategy</title>
<p><xref ref-type="table" rid="tab1">Table 1</xref> reports on the modified PICOS (population, intervention, comparison, outcome and study design) framework that was applied. Only systematic literature review papers were included. Reviews were eligible for inclusion if they reported on the economic analysis of a food system intervention designed to improve population health. The definition of &#x201C;economic analyses&#x201D; of food system interventions was limited to financial impacts only, i.e., the intervention design resulted in a change to the product price (e.g., taxes and subsidies) or the analysis considered impacts of the intervention on household budgets, food industry profit or balance sheets; the search also considered reviews of economic evaluations of food system interventions. The search was restricted to reviews published in the English language between 1st January 2012 and 4th November 2024, on the basis that any review published since 2012 will include primary studies from pre-2012. Additionally, forward and backward citation searching was applied. The review was focused on evaluations of food system intervention that considered population health impact, so considerations of solely environmental impact were excluded.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>PICOS criteria.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Criteria</th>
<th align="left" valign="top">Included</th>
<th align="left" valign="top">Excluded</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Population</td>
<td align="left" valign="top">Reviews that included general population within high-income country setting</td>
<td align="left" valign="top">Population with only low or middle-income country settings. Children only population.</td>
</tr>
<tr>
<td align="left" valign="top">Intervention</td>
<td align="left" valign="top">Food system interventions</td>
<td align="left" valign="top">Interventions not relating to food</td>
</tr>
<tr>
<td align="left" valign="top">Comparison</td>
<td align="left" valign="top">Any relevant comparator within the food system</td>
<td align="left" valign="top">Not applicable</td>
</tr>
<tr>
<td align="left" valign="top">Outcome</td>
<td align="left" valign="top">Explicit or implicit references to health outcomes</td>
<td align="left" valign="top">Reviews of studies that do not report health outcomes</td>
</tr>
<tr>
<td align="left" valign="top">Study type</td>
<td align="left" valign="top">Peer-reviewed systematic reviews published between 2012 and 2024. Reviews published in English language</td>
<td align="left" valign="top">Original primary studies, conference abstracts, study protocols, grey literature, scoping reviews.</td>
</tr>
<tr>
<td align="left" valign="top">Economic analysis</td>
<td align="left" valign="top">Reviews of economic evaluations; reviews of interventions that had a fiscal property (tax, subsidy, change to price); or reviews that considered the fiscal impact of interventions, e.g., change to price, profit, household budgets.</td>
<td align="left" valign="top">Qualitative studies. Any reviews that were of primary studies with no consideration of the fiscal impact (either within the intervention, or upon costs or outcomes).</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Seven health and economic databases were searched: MEDLINE (Ovid), EMBASE (Ovid), CINAHL Plus, EconLit, PsycINFO, Cochrane Library, Centre for Reviews and Dissemination (CRD). The search strategy identified papers that included at least one search term in each of four sets of keywords around food/diet, interventions/policy, population health, and economic analysis, see <xref ref-type="table" rid="tab2">Table 2</xref> for details. To validate the search strategy, 39 relevant papers known to the authors were identified in advance and subsequently confirmed they had been identified. A list of these 39 papers is available in <xref ref-type="supplementary-material" rid="SM1">Supplementary File, Table S1</xref> and a list of search terms for all databases is available in <xref ref-type="supplementary-material" rid="SM1">Table S2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Keywords organised into four categories.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Components</th>
<th align="left" valign="top">Keywords</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Food</td>
<td align="left" valign="top">Sugar; sweetened; junk; beverage; carbonated beverage; salt; sodium; trans fatty acids; dietary fats; fatty acids; fruit; fruit and vegetable juice; vegetable; food; diet; food supply; food growing; agriculture; supermarket; restaurant; food preference</td>
</tr>
<tr>
<td align="left" valign="top">Interventions</td>
<td align="left" valign="top">Intervention; tax; price; government programs; policy; government regulation; formulated food; subsidy; advertising; marketing; promotion; labelling; nutrition information; nutrition warning; health promotion; levy; nutrition policy; nutritional requirements; financing; legislation; change; decrease; reduce; limit; modify; new; reformulation; restriction; replace; increase; discount; deal; offer; ban</td>
</tr>
<tr>
<td align="left" valign="top">Population</td>
<td align="left" valign="top">Population; national population; government; population health; global health; public health; policymaker; consumer; food industry</td>
</tr>
<tr>
<td align="left" valign="top">Economics analysis</td>
<td align="left" valign="top">Economic analysis; macroeconomic; economic evaluation; cost; cost&#x2013;benefit analysis; cost consequence analysis; difference in difference; interrupted time series analysis; regression analysis; model; computer simulation; natural experiment; demand analysis; economic; econometric; QALY; DALY; cross-sectional studies</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec5">
<title>Eligibility criteria</title>
<p>All duplicates were removed using Endnote (version 21) software. The records then underwent a two-stage screening approach (<xref ref-type="bibr" rid="ref11">11</xref>). First, the titles and abstracts were independently screened by two authors (LF and IP) based on the eligibility as described by PICOS. Second, the full texts were retrieved and reviewed by LF and IP using the PICOS criteria, and any reasons for exclusion were documented. Any disagreements between the reviewers were resolved by discussion.</p>
</sec>
<sec id="sec6">
<title>Data extraction and analysis</title>
<p>To facilitate a narrative synthesis of all included reviews, data was first extracted into a table with the following themes: the focus of intervention and whether it targeted the demand or supply-side of the food system; the study design (such as cost&#x2013;benefit analysis; interrupted time-series); the measure of effectiveness; the types of costs considered; whether distributional effects had been considered; and the timing of the evaluation, e.g., if the policy had already been implemented in real-life or was a hypothetical policy being modelled.</p>
<p>For classification of demand- or supply-side interventions, we applied the following criteria, consistent with conventional economic theory. Demand-side interventions included fiscal policies such as taxes imposed primarily at the point of consumption, as well as subsidies aimed at altering household income. Supply-side interventions were defined as those targeting food producers or manufacturers, including policies that incentivise production or reformulation of specific food products. A notable exception to this classification was the sugar-sweetened beverage (SSB) tax. While the SSB tax is commonly implemented as an excise tax at the point of purchase in countries like Hungary, Denmark, France, Finland, Mexico, Portugal and Ireland, thus aligning with the demand-side approach, the UK has introduced a sugar levy targeting producers to encourage reformulation, which fits with a supply-side approach. Since it was not feasible to examine every primary study within each SSB-tax review, we classified SSB tax reviews broadly as demand-side interventions, reflecting the prevalence of point-of-purchase SSB tax globally. Where possible, evidence specific to the UK&#x2019;s supply side sugar levy was highlighted separately.</p>
<p>With respect to the study design, the reviews of economic evaluations were reported separately as a specific type of economic analysis that is commonly used within health economics to estimate how &#x201C;non-health&#x201D; (food system) interventions impact on population health. These reviews were analysed to determine how costs and outcomes were incorporated, and in particular if, and how, non-health costs were included, as food-system interventions are likely to have costs that fall outside the health care sector.</p>
<p>In addition, general review characteristics were documented, such as the country setting, the population included, the stated aim of the review, the number of primary studies included, and quality assessment results (if available). Data extraction was performed by the main reviewer (LF) with a proportion checked (20%) by IP.</p>
</sec>
<sec id="sec7">
<title>Quality/risk of bias assessment</title>
<p>To assess the quality of the systematic reviews two methods were applied. First, and due to the expected heterogeneity in study design and methods applied, appraisal of the evidence relied on the review authors assessment using the relevant quality appraisal tool detailed in the Results section. Second, the A MeaSurement Tool to Assess systematic Reviews (AMSTAR 2) was applied (<xref ref-type="bibr" rid="ref12">12</xref>). This is an adapted version of the AMSTAR to give more prominence to risk of bias within non-randomised studies. Only the critical domains (determined by the AMSTAR 2 developers) were assessed independently by two reviewers (LF and IP). Any disagreement between the reviewers were resolved by discussion with all authors. Note this review included all reviews that passed the inclusion/exclusion criteria, and the quality assessment using AMSTAR 2 were not considered as a criterion for inclusion.</p>
<p>To help with the synthesis of all the reviews identified, the Graphical Representation of Overlap for OVErviews (GROOVE) was also used (<xref ref-type="bibr" rid="ref13">13</xref>). This tool produces an overall corrected covered area which is an assessment of the degree of overlap of primary studies included within the reviews. For more detail on this tool, please refer to Bracchiglione et al. (<xref ref-type="bibr" rid="ref13">13</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec8">
<title>Results</title>
<sec id="sec9">
<title>Study selection</title>
<p>The database search identified 1,165 reviews, and nine additional reviews were identified from forward and backward citation checking. After removal of duplicates, the title and abstracts were screened. A full text screening was conducted on 82 reviews, and 36 reviews were included. The PRISMA diagram (<xref ref-type="fig" rid="fig1">Figure 1</xref>) documents each stage of the selection process.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>PRISMA flowchart.</p>
</caption>
<graphic xlink:href="fnut-12-1629814-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart of a systematic review process showing four stages: Identification, Screening, Eligibility, and Included. Identification includes 1,165 records from databases and 9 additional sources. Screening filters out 200 duplicates and excludes 892 records, leaving 82 for Eligibility. Eligibility excludes articles for various reasons, resulting in 36 reviews included.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec10">
<title>Quality/risk of bias assessment</title>
<p>Review authors used different criteria to judge the quality of the included studies, detailed in <xref ref-type="supplementary-material" rid="SM1">Table S3</xref>. These were often applied according to the primary study design, e.g., Cochrane risk of bias tool for interrupted time series analysis. For the economic evaluations, several methods were used to assess quality, including the Consensus on Health Economic Criteria CHEC-list (<xref ref-type="bibr" rid="ref14">14</xref>), the CHEERs checklist (<xref ref-type="bibr" rid="ref15 ref16 ref17 ref18 ref19 ref20">15&#x2013;20</xref>), the Drummond checklist (<xref ref-type="bibr" rid="ref21">21</xref>), and the British Medical Journal checklist (<xref ref-type="bibr" rid="ref22">22</xref>). Across all of the reviews, the quality varied extensively. Either the review authors did not evaluate the quality of the primary studies (eight reviews), or the quality was reported to be high (<xref ref-type="bibr" rid="ref17 ref18 ref19">17&#x2013;19</xref>, <xref ref-type="bibr" rid="ref23">23</xref>), moderate (<xref ref-type="bibr" rid="ref24">24</xref>), or low (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref25 ref26 ref27 ref28 ref29">25&#x2013;29</xref>). Fourteen reviews reported narratively that the quality was variable by study design, methods, and outcomes (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref30 ref31 ref32 ref33 ref34 ref35 ref36 ref37 ref38 ref39 ref40 ref41">30&#x2013;41</xref>). There were no clear trends of quality of evidence when looking at the demand versus the supply-side of the food system.</p>
<p>Using the AMSTAR 2 appraisal tool revealed consistent limitations with how risk of bias was assessed within the included reviews (<xref ref-type="table" rid="tab3">Table 3</xref>). A common limitation was failure to include a complete list of potentially relevant studies with justification for exclusion of each one (item 7), and with taking account of risk of bias in individual studies when summarising the results (item 9). Item 15 did not apply to many reviews because most lacked quantitative synthesis, and this item concerns the investigation of publication bias and its effect on syntheses.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Quality assessment of reviews using the AMSTAR 2 critical domains (<xref ref-type="bibr" rid="ref12">12</xref>).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Quality assessment</th>
<th align="center" valign="top" colspan="7">AMSTAR 2 critical domains (items)</th>
</tr>
<tr>
<th align="left" valign="top">Authors, year</th>
<th align="center" valign="top">Item 2</th>
<th align="center" valign="top">Item 4</th>
<th align="center" valign="top">Item 7</th>
<th align="center" valign="top">Item 9</th>
<th align="center" valign="top">Item 11</th>
<th align="center" valign="top">Item 13</th>
<th align="center" valign="top">Item 15</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Thow et al. (2014) (<xref ref-type="bibr" rid="ref25">25</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Maniadakis et al. (2013) (<xref ref-type="bibr" rid="ref42">42</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Hyseni et al. (2017) (<xref ref-type="bibr" rid="ref39">39</xref>)</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Redondo et al. (<xref ref-type="bibr" rid="ref43">43</xref>) (2018)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Wyse et al. (2021) (<xref ref-type="bibr" rid="ref44">44</xref>)</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
</tr>
<tr>
<td align="left" valign="top">von Philipsborn et al. (2019) (<xref ref-type="bibr" rid="ref40">40</xref>)</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">Tran et al. (2021) (<xref ref-type="bibr" rid="ref20">20</xref>)</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Teng et al. (2019) (<xref ref-type="bibr" rid="ref30">30</xref>)</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">Schorling et al. (2017) (<xref ref-type="bibr" rid="ref22">22</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Powell et al. (2013) (<xref ref-type="bibr" rid="ref45">45</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Pfinder et al. (2020) (<xref ref-type="bibr" rid="ref26">26</xref>)</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Olm et al., 2020 (<xref ref-type="bibr" rid="ref18">18</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Niebylski et al. (2015) (<xref ref-type="bibr" rid="ref24">24</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">McLaren et al. (2016) (<xref ref-type="bibr" rid="ref28">28</xref>)</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">Liu et al. (2022) (<xref ref-type="bibr" rid="ref19">19</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Lhachimi et al. (2020) (<xref ref-type="bibr" rid="ref27">27</xref>)</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Hope et al. (2017) (<xref ref-type="bibr" rid="ref17">17</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Hillier-Brown et al. (2017) (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Gittelsohn et al. (2017) (<xref ref-type="bibr" rid="ref31">31</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Fattore et al. (2014) (<xref ref-type="bibr" rid="ref14">14</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Eyles et al. (2012) (<xref ref-type="bibr" rid="ref32">32</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Epstein et al. (2012) (<xref ref-type="bibr" rid="ref46">46</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Emmert-Fees et al. (2021) (<xref ref-type="bibr" rid="ref16">16</xref>)</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Partial yes</td>
<td/>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Dangour et al. (2013) (<xref ref-type="bibr" rid="ref23">23</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">De Steur et al. (2017) (<xref ref-type="bibr" rid="ref47">47</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
</tr>
<tr>
<td align="left" valign="top">Cornelsen et al. (2015) (<xref ref-type="bibr" rid="ref37">37</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
</tr>
<tr>
<td align="left" valign="top">Cormick et al. (2021) (<xref ref-type="bibr" rid="ref15">15</xref>)</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
</tr>
<tr>
<td align="left" valign="top">Barberio et al. (2017) (<xref ref-type="bibr" rid="ref29">29</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">Afshin et al. (2017) (<xref ref-type="bibr" rid="ref33">33</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">Aguiar et al. (2017) (<xref ref-type="bibr" rid="ref21">21</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Alagiyawanna et al. (2015) (<xref ref-type="bibr" rid="ref38">38</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
</tr>
<tr>
<td align="left" valign="top">Alcaraz et al. (2021) (<xref ref-type="bibr" rid="ref48">48</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">An (2013) (<xref ref-type="bibr" rid="ref34">34</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Backholer et al. (2016) (<xref ref-type="bibr" rid="ref35">35</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Pineda et al. (2024) (<xref ref-type="bibr" rid="ref36">36</xref>)</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">N/A</td>
</tr>
<tr>
<td align="left" valign="top">Thiboonboon et al. (2024) (<xref ref-type="bibr" rid="ref49">49</xref>)</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">Partial yes</td>
<td align="center" valign="top">Yes</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
<td align="center" valign="top">No</td>
<td align="center" valign="top">N/A</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Item 2: Did the review contain an explicit statement that the review methods were established prior to conduct of the review and justify any significant deviations from the protocol?; Item 4: Did the authors use a comprehensive literature search strategy?; Item 7: Did the authors provide a list of excluded studies and justify the exclusions?; Item 9: Did the authors use a satisfactory technique for assessing the risk of bias (RoB) in individual studies that were included in the review?; Item 11: If meta-analysis was justified did the authors use appropriate methods for statistical combination of results?; Item 13: Did the authors account for RoB in individual studies when interpreting/ discussing the results?; Item 15: If they performed quantitative synthesis did they carry out an adequate investigation of publication bias and discuss likely impact on the results?; N/A: not applicable.</p>
</table-wrap-foot>
</table-wrap>
<p>For the degree of overlap, we assessed the 36 reviews covering 718 primary studies using the GROOVE tool. The &#x2018;overall corrected cover area&#x2019; was 1.35%, which is considered a slight overlap between the 36 reviews and unlikely to influence any conclusions. With only a slight overlap within the &#x201C;overall corrected cover area&#x201D;, this meant we could proceed to assess the quantity of evidence based on the total number of primary studies contained within each review. The primary study counts therefore are &#x201C;non-additive&#x201D; as a single primary study may have appeared in multiple systematic reviews.</p>
</sec>
<sec id="sec11">
<title>Study characteristics</title>
<p>The reviews were published between 2012 and 2024 with the majority published since 2017. The volume of included primary studies within each review ranged widely, from one to 78 primary studies. The reviews referred to food systems within different country settings with the USA being the most frequently studied country (included within 33 reviews), followed by Australia (24 reviews) and the UK (23 reviews). All the reviews were focused on whole population interventions without any restriction by population subgroup. All the review authors reported no conflict of interest, including no competing interests or reporting any funding received for conducting the review. The main characteristics of the included reviews are presented in <xref ref-type="supplementary-material" rid="SM1">Table S3</xref> and summarised in <xref ref-type="table" rid="tab3">Table 3</xref>.</p>
<p><xref ref-type="fig" rid="fig2">Figure 2</xref> illustrates how the evidence within the reviews was categorised between the demand or supply side of the food system. Below in the <xref ref-type="table" rid="tab4">Table 4</xref>, we give a more detailed breakdown of the types of interventions that were included within each category, with full details provided in <xref ref-type="supplementary-material" rid="SM1">Table S3</xref>.</p>
</sec>
<sec id="sec12">
<title>Supply side reviews</title>
<p>The four reviews identified as being on the supply-side included 54 primary studies. Three reviews focused on reformulation and one review on agricultural pricing policy. Evidence within these reviews were synthesised using narrative synthesis, and meta-analysis for a subset of primary studies. All four reviews translated the effects of interventions into health outcomes, covering disease-specific outcomes (such as falls prevention and weight-related metrics) as well as quality-adjusted life years (QALYs) and disability-adjusted life years (DALYs). Only one review on reformulation reported that genetically modified biofortified crops, targeting vitamin A, folate, iron, or zinc, could improve micronutrient intake and reduce the aggregated national-level micronutrient deficiency burden in a cost-effective way (<xref ref-type="bibr" rid="ref47">47</xref>). However, the other reviews on agricultural pricing policy, calcium fortification, and vitamin D deficiency prevention strategies reported the cost-effectiveness evidence to be unclear (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref23">23</xref>).</p>
</sec>
<sec id="sec13">
<title>Demand side reviews</title>
<p>A large number of reviews were identified that focused on interventions targeting the demand-side of the food system, with a total of 21 reviews covering 584 primary studies (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref24 ref25 ref26 ref27">24&#x2013;27</xref>, <xref ref-type="bibr" rid="ref30 ref31 ref32 ref33 ref34 ref35 ref36 ref37 ref38">30&#x2013;38</xref>, <xref ref-type="bibr" rid="ref42 ref43 ref44 ref45 ref46">42&#x2013;46</xref>, <xref ref-type="bibr" rid="ref49">49</xref>). The majority of these reviews (19 reviews) focused on fiscal policy, including taxes (nine reviews), subsidies (one review) and both taxes and subsidies (nine reviews), measuring their effects on changes to purchasing or consumption. Fourteen of these reviews translated these behavioural changes to health outcomes, such as daily nutrient intake, body weight, QALYs, DALYs, and life years gained.</p>
<p>The specific types of tax policy included SSB tax (four reviews), fat tax (one review), SSB and fat tax (one review), sugar tax (two reviews), or HFSS tax (one review).</p>
<p>The nine reviews that considered both tax and subsidy policy in combination covered 364 primary studies. Although many of these reviews reported good evidence on own-price elasticity, a common finding was lack of evidence on cross-price elasticity effects, so a lack of understanding on how the tax/subsidy on the targeted good would impact purchasing of non-targeted goods. This led to an overall conclusion that the evidence for the effectiveness of these policies (on health) was inconclusive. For example, the largest review in this category that covered 78 primary studies reported that a tax/subsidy that altered prices by a minimum of 10&#x2013;15% would be effective at improving dietary behaviours that could impact overall health, however, the failure to capture substitution effects with non-taxed products could potentially undermine this effectiveness (<xref ref-type="bibr" rid="ref24">24</xref>). This point was echoed by the review on SSB and HFSS tax, which reported a lack of evidence on how these taxes would impact overall calorie intake and subsequent weight outcomes (<xref ref-type="bibr" rid="ref42">42</xref>). Other notable findings from these reviews on fiscal policy were the importance of controlling for dynamic social environments and the wider country context, as the generalisability of fiscal policy will depend on the influence of these external factors.</p>
<p>Four reviews of SSB tax covered 60 primary studies, and concluded that SSB tax is effective at reducing purchases of SSBs, with a meta-analyses from the largest review reporting a SSB tax elasticity of &#x2212;1.00 (95% CI -0.50 to &#x2212;1.47) (<xref ref-type="bibr" rid="ref30">30</xref>) Only 1 of the 60 primary studies was on the UK sugar levy and the review authors did not differentiate results between the UK sugar levy and SSB tax implemented in other country settings.</p>
</sec>
<sec id="sec14">
<title>Mix of demand and supply-side reviews</title>
<p>Eleven reviews covering 369 primary studies were of interventions across both the demand- and supply-sides of the food system. The largest category (five reviews) focused on salt reduction, pulling together evidence for multi-component strategies that included reformulation, labelling, pricing and procurement. The remaining reviews covered a mix of interventions to reduce SSB consumption (<xref ref-type="bibr" rid="ref40">40</xref>, <xref ref-type="bibr" rid="ref48">48</xref>), various nutritional interventions for reducing population obesity (<xref ref-type="bibr" rid="ref18">18</xref>), a review of health-promoting retail-based interventions (<xref ref-type="bibr" rid="ref20">20</xref>), and on how to promote healthier ready meals (<xref ref-type="bibr" rid="ref41">41</xref>), and a review of model-based economic evaluations on reformulation, tax and labelling (<xref ref-type="bibr" rid="ref16">16</xref>).</p>
<p>In terms of effectiveness, most (eight reviews) measured the effectiveness of interventions by analysing purchase data, and this was particularly the case for salt and SSB-reduction strategies. Seven of these reviews then translated the effects into health outcomes, covering disease-specific outcomes (such as hypertension and cardiovascular disease prevention) as well as QALYs, DALYs, and life years gained.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Distribution of evidence across food system.</p>
</caption>
<graphic xlink:href="fnut-12-1629814-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Venn diagram showing three circles: a large blue circle labeled "Demand" with 21 elements, a larger overlapping purple circle labeled "Demand and supply" with 11 elements, and a pink circle labeled "Supply" with 4 elements.</alt-text>
</graphic>
</fig>
<p>The largest category of reviews (on salt reduction policy) covered 156 primary studies, with the largest review within this category synthesising evidence from 70 primary studies (<xref ref-type="bibr" rid="ref39">39</xref>). The review concluded that a comprehensive strategy, involving upstream interventions would achieve the largest salt reduction in the population. The importance of including upstream interventions was also noted by two further reviews in this category (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>), and one review mentioned that reformulation needed to be mandatory rather than voluntary to achieve the largest gains (<xref ref-type="bibr" rid="ref22">22</xref>). All reviews agreed that a multi-component strategy comprising multiple interventions offered the most effective approach for reducing salt in diets because of synergy effects (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref39">39</xref>).</p>
<p>The next largest category of reviews was on SSB reduction policies. We identified two reviews covering 98 primary studies. Although with low to moderate confidence in the certainty of effects, one of these reviews found that interventions that altered the environment in which people make beverage choices had the strongest effect. These interventions included restricting availability of SSBs in schools, labelling, altering the default option in children&#x2019;s menus, product positioning in the retail environment, and restricting purchasing of SSBs within government-led food benefit programmes (<xref ref-type="bibr" rid="ref40">40</xref>). The other review was of model-based economic evaluations covering 40 primary modelling studies. They found the cost-effectiveness evidence for SSB reduction policy to be inconclusive, mainly due to the wide range of modelling methods used and the lack of evidence for translating change in SSB purchasing to health outcomes (<xref ref-type="bibr" rid="ref48">48</xref>).</p>
<p>Four other reviews were identified that covered both the demand- and the supply-side of the food system. These covered nutritional interventions to reduce risk of obesity; retail-based interventions; economic evidence for healthier ready meals; and a review of economic evaluations for a combination of reformulation, tax and food labelling. All of these reviews reported on low-agency interventions being the most effective, most reported on the clear benefits of making changes to the food system for health, however there was notable uncertainty around accounting for potential compensating behaviours and lack of attention to the whole diet within the evaluation of interventions that targeted specific foods (<xref ref-type="bibr" rid="ref20">20</xref>).</p>
</sec>
<sec id="sec15">
<title>Study design</title>
<p>To understand how the primary study design varied across the food system, we categorised the primary studies (excluding reviews of economic evaluations which are reported in full below) contained within the reviews. <xref ref-type="fig" rid="fig3">Figure 3</xref> illustrates the distribution, categorised into: experimental designs including randomised controlled trials, quasi-experimental, non-randomised trials, interrupted time series analysis; or observation studies including cross-sectional studies; or decision-analytic modelling studies; or miscellaneous designs as described by the review authors. Reviews of economic evaluations were grouped into a separate category and included cost&#x2013;benefit, cost-utility and cost-effectiveness analysis.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Primary study design distributed across the food system.</p>
</caption>
<graphic xlink:href="fnut-12-1629814-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Three pie charts depict data distribution. The "Demand" chart shows 43% observational, 33% experimental, 20% modeling, and 4% miscellaneous. The "Supply" chart shows 82% experimental and 18% observational. The "Supply and Demand" chart shows 36% experimental, 35% observational, and 29% modeling.</alt-text>
</graphic>
</fig>
<p>We were also interested in understanding how the distribution of evidence fared with respect to policies that had already been implemented, versus hypothetical policies (for which the effects could be modelled). Interestingly, almost all the reviews of evidence for supply-side interventions were ex-ante evaluations, specifically looking at vitamin D and calcium fortification/supplementation, and agricultural policy. For the demand-side, these contained a mix of evaluations with some being ex-ante (six reviews), others ex-post (three reviews), and eight reviews containing a mixture of both. As expected for the combined reviews that covered both demand and supply side interventions (11 reviews), these contained a mix of ex-ante (five reviews) and ex-post interventions (two reviews), and a combination of both (four reviews). There were no clear trends in study design for hypothetical versus already implemented interventions.</p>
</sec>
<sec id="sec16">
<title>Distributional effects</title>
<p>Ensuring access to healthy affordable food for all in society is an overarching aim for any national food strategy. We were therefore keen to identify the reviews of food system interventions that attempted to synthesise the evidence with respect to impact on dietary inequalities, and to understand more around the methods and data the review authors used to estimate these distributional effects.</p>
<p>The importance of capturing the distributional impact was reported by most review authors, across all the interventions. However, a common challenge was lack of evidence from the primary studies to understand the effects with any certainty. Where possible, the review authors reported effects by subgroup, for example the impact of calcium fortification on children and adults separately (<xref ref-type="bibr" rid="ref15">15</xref>), or salt reduction interventions for men compared to women (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>). Some of the reviews of pricing policy reported a greater impact on lower socioeconomic groups (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref36">36</xref>, <xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref45">45</xref>). Many review authors reported on the need for interventions to be upstream and low agency to reduce inequalities in diet, but most of these statements were incorporated into the discussion rather than quantitatively estimated. Although it was recognised that food system interventions have an important role to play with tackling dietary inequalities, the evidence for measuring the distributional impact was not available to enable review authors to synthesise with certainty.</p>
</sec>
<sec id="sec17">
<title>Reviews of economic evaluations</title>
<p>We identified 10 reviews that focused solely on economic evaluation evidence comprising 208 primary studies. Two reviews were of supply-side interventions (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref47">47</xref>), three were for demand-side interventions (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref49">49</xref>), and the remaining five reviews were for multi-component interventions covering both supply and demand interventions (<xref ref-type="bibr" rid="ref16 ref17 ref18">16&#x2013;18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). The majority of the reviews (seven reviews) of economic evaluations were based on ex-ante modelling studies, which lowered the certainty of the review conclusions.</p>
<p>There was no clear pattern of type of economic evaluation used according to type of intervention. Across all economic evaluations, there was a range of effectiveness data synthesised including purchasing data, nutritional intake and dietary outcomes for the cost-effectiveness analysis, and health outcomes modelled into QALYs or DALYs for cost-utility analyses. It was interesting to note that of the 208 primary studies included across the 10 reviews, only two reviews included a cost&#x2013;benefit analysis (CBA) (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref47">47</xref>), where one review explored the return on investment from genetically modifying food and the other estimated the cost-effectiveness of voluntary interventions (labelling and counselling) aimed at promoting low-fat diets. The largest review of economic evaluations (<italic>n</italic>&#x202F;=&#x202F;56 primary studies) was restricted to model-based economic evaluations for reformulation, tax and labelling, and noted the lack of models that included economic effects beyond the health sector (<xref ref-type="bibr" rid="ref16">16</xref>). With the exception of one review (<xref ref-type="bibr" rid="ref47">47</xref>), all other nine reviews (including 192 economic evaluations) reported on the perspective for capturing intervention costs. Within these nine reviews, either a health care (<italic>n</italic>&#x202F;=&#x202F;59 primary studies) or a societal perspective (<italic>n</italic>&#x202F;=&#x202F;58), was the most common. We found only five reviews (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref49">49</xref>) that mentioned the cost to the food industry, e.g., product reformulation and administration burden.</p>
<p>Many of the reviews reported unclear evidence for cost effectiveness (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref20 ref21 ref22">20&#x2013;22</xref>, <xref ref-type="bibr" rid="ref49">49</xref>), with a common challenge being the lack of empirical data to populate model parameters, leaving modellers to often rely on assumptions (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref49">49</xref>). This was noted in the review of economic evaluations for salt reduction interventions with a recommendation that results from primary modelling studies should only be compared after the models are carefully checked for comparability as the heterogeneity in modelling methods makes comparisons of cost-effectiveness challenging (<xref ref-type="bibr" rid="ref22">22</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec18">
<title>Discussion</title>
<p>To the best of our knowledge, this is the first review of reviews exploring economic evidence for food system interventions. We document that: (1) relative to the supply-side of the food system, more evidence is available for interventions that target the demand-side (mostly focussed on fiscal policy designed to alter demand for food/drinks): (2) economic analysis of food system interventions adopt a wide range of methods applied within different study designs; and (3) review authors often report on inconclusive results due to the inability to capture &#x2018;whole of diet&#x2019; impacts, or lack of long-term data to extrapolate to health outcomes.</p>
<p>We found only 10 reviews reporting evidence from economic evaluation studies. There was a high level of methodological heterogeneity making synthesis of results challenging. Of note was the lack of evidence from CBAs, and limited evidence therefore on the wider costs and outcomes across the various agents and sectors involved in a food system. We found various types of costs included across the different studies. Less than half of primary studies within the reviews of economic evaluations considered the societal perspective, and only half of the reviews included costs to the food industry.</p>
<p>The lack of evidence on food-system interventions, particularly on supply-side interventions, is exacerbated by the fact that many studies evaluate hypothetical policies rather than policies that have already been implemented, a lack of evidence to capture distributional impact, and widely varying quality of primary studies. Particularly within the economic evaluation evidence, a large proportion of modelling assumptions were required to extrapolate long-term effects which increased the uncertainty of evidence. Of particular note was the lack of data on cross-price elasticity and therefore &#x201C;whole of diet&#x201D; effects, making extrapolation to long term outcomes highly uncertain. The importance of accounting for mediating factors such as food insecurity and income inequality when considering the impact of food pricing policy was noted in a recent empirical study, finding that the underlying income distribution across the population had a direct causal impact on how a change in food prices affects long term health system expenditure (<xref ref-type="bibr" rid="ref50">50</xref>). None of the reviews of economic evaluations considered the potential for these mediating factors. Also,the heterogeneity in terms of the type of intervention, type of food, study design (modelling, experiments, empirical studies), setting (e.g., supermarket, restaurants, vending machine) and economic analysis methods used also challenged the synthesis of (cost-) effectiveness results. As a result various quality appraisal tools were used, which makes the comparison of quality of studies not possible. Use of the AMSTAR2 quality appraisal tool revealed that it was rare for reviews to explicitly account for risk of bias in individual studies included in their review, lacking consideration of the potential for confounding, and the potential for bias of exposures and outcomes, e.g., using purchasing data as a surrogate for consumption.</p>
<sec id="sec19">
<title>Strengths and limitations</title>
<p>A strength of this review is that it used a comprehensive search strategy, validated through identifying &#x2018;known relevant papers&#x2019; in advance to check they had been found by the strategy. All title/abstracts and full texts of papers were screened independently by two authors. We synthesised this wide and diverse body of evidence by categorising evaluations into either the demand-side or supply-side of the food system, enabling a more comprehensive understanding of where the evidence lies, how methods differ, and cost-effectiveness.</p>
<p>The key limitation of the study is that the eligibility criteria were limited to the reviews that implicitly or explicitly considered the impact of interventions on health and those interventions that alter the price of foods, household budgets, corporate profits or balance sheets. Therefore, our review most likely does not capture the full breadth of economic evidence in relation to food system interventions. Our demand-side classification included SSB-tax as being imposed at the point of consumption noting the limitation that there are examples of other tax designs that are more supply-focused, such as the UK sugar levy. Where possible we highlighted the primary studies focused on the UK sugar levy separately but we may have missed some primary studies. In addition, our review was focused on whole population interventions in high-income countries and English language reviews, which may have led to some evidence being excluded. Nevertheless, we believe that our synthesis of economic considerations in relation to health will offer valuable evidence to support the design of viable and sustainable food policies.</p>
<p>Furthermore, we synthesised the evidence assuming only minimal overlap of primary studies. Although we applied the GROOVE tool and found only a slight overlap between the 36 reviews, there will likely have been some duplications of primary studies across the reviews. In terms of the economic modelling studies, it was not always clear if statistical modelling, econometric modelling, or decision-analytic modelling had been applied, making it difficult to draw conclusions.</p>
<p>In terms of future research, we recommend that more focus is given to interventions that alter the supply-side of the food system, an area which is currently lacking in evidence. Examples could include offering business tax-relief for companies who have a healthier offer, bringing together small-medium enterprise (SME) business owners to create networks and offer training, providing grant funding for technical innovation. We recognise that this will require working with the food industry and political leadership as noted in the recent UK House of Lords Select Committee Report on Food, Diet, and Obesity (<xref ref-type="bibr" rid="ref51">51</xref>). We also suggest that a similar review of reviews like this one is undertaken for LMIC. We also recommend that when evaluating food-system interventions using economic evaluation, that authors carefully consider the full range of relevant costs, including those that fall onto industry, and that where possible, the analysis explicitly takes account of potential dietary substitution effects and resulting impact on health outcomes. All analysis need to pay attention to heterogeneous effects and distributional impacts where possible, and ex-post evaluations completed for food-system interventions that are implemented. There is also a need for review authors to attempt to assess quality of the primary studies and use this assessment to inform their findings. Finally, we note that several reviews highlighted stronger effects from multiple interventions than single interventions because of synergistic effects (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref39">39</xref>). Future studies are needed to identify the most effective mix of intervention components, and in what populations and settings.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec20">
<title>Conclusion</title>
<p>This review of reviews provides a comprehensive understanding of the economic evidence for food system interventions, highlighting key trends, gaps, and methodological considerations. While the demand-side of the food system has received more attention, particularly regarding fiscal policies to influence consumer behaviour, there was a notable lack of empirical evidence on long term health outcomes, unintended dietary impacts, and distributional consequences. Economic evaluations varied widely in methods, scope and quality, making synthesis challenging and often reliant on assumptions.</p>
<p>Our findings suggest that more robust and comprehensive economic evaluations are needed, especially incorporating societal and industry perspectives, and those targeting the under-research supply side of the food system. Future research should also explore synergistic effects of multiple interventions, identify the most effective combinations across diverse populations and settings, and ensure methodological clarity and transparency in modelling approaches.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Summary of included reviews.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author/year (number of primary studies in review)</th>
<th align="center" valign="top">Intervention focus</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="2">Supply side interventions (4 reviews)</td>
</tr>
<tr>
<td align="left" valign="top">Dangour et al., 2013 (<xref ref-type="bibr" rid="ref23">23</xref>) (<italic>n</italic>&#x202F;=&#x202F;4)</td>
<td align="center" valign="top">Agricultural policy (direct effect on food price)</td>
</tr>
<tr>
<td align="left" valign="top">De Steur et al., 2017 (<xref ref-type="bibr" rid="ref47">47</xref>) (<italic>n</italic>&#x202F;=&#x202F;16)</td>
<td align="center" valign="top">Agricultural reformulation (genetic modification)</td>
</tr>
<tr>
<td align="left" valign="top">Cormick et al., 2021 (<xref ref-type="bibr" rid="ref15">15</xref>) (<italic>n</italic>&#x202F;=&#x202F;20)</td>
<td align="center" valign="top">Calcium fortification</td>
</tr>
<tr>
<td align="left" valign="top">Aguiar et al., 2017 (<xref ref-type="bibr" rid="ref21">21</xref>) (<italic>n</italic>&#x202F;=&#x202F;14)</td>
<td align="center" valign="top">Vitamin D deficiency prevention</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Demand side interventions (21 reviews)</td>
</tr>
<tr>
<td align="left" valign="top">Thow et al., 2014 (<xref ref-type="bibr" rid="ref25">25</xref>) (<italic>n</italic>&#x202F;=&#x202F;38)</td>
<td align="center" valign="top">Food tax and subsidies</td>
</tr>
<tr>
<td align="left" valign="top">Redondo et al., 2018 (<xref ref-type="bibr" rid="ref43">43</xref>) (<italic>n</italic>&#x202F;=&#x202F;17)</td>
<td align="center" valign="top">Sugar-sweetened beverage (SSB) tax</td>
</tr>
<tr>
<td align="left" valign="top">Maniadakis et al., 2013 (<xref ref-type="bibr" rid="ref42">42</xref>) (<italic>n</italic>&#x202F;=&#x202F;55)</td>
<td align="center" valign="top">Tax on SSBs or Foods High in Fat Sugar or Salt (HFSS)</td>
</tr>
<tr>
<td align="left" valign="top">Backholer et al., 2016 (<xref ref-type="bibr" rid="ref35">35</xref>) (<italic>n</italic>&#x202F;=&#x202F;11)</td>
<td align="center" valign="top">Tax on SSBs</td>
</tr>
<tr>
<td align="left" valign="top">Teng et al., 2019 (<xref ref-type="bibr" rid="ref30">30</xref>) (<italic>n</italic>&#x202F;=&#x202F;18)</td>
<td align="center" valign="top">&#x201C;Real world&#x201D; SSB tax</td>
</tr>
<tr>
<td align="left" valign="top">Thiboonboon et al., 2024 (<xref ref-type="bibr" rid="ref49">49</xref>) (<italic>n</italic>&#x202F;=&#x202F;14)</td>
<td align="center" valign="top">Tax on SSBs</td>
</tr>
<tr>
<td align="left" valign="top">Powell et al., 2013 (<xref ref-type="bibr" rid="ref45">45</xref>) (<italic>n</italic>&#x202F;=&#x202F;36)</td>
<td align="center" valign="top">Food and beverage tax and subsidies</td>
</tr>
<tr>
<td align="left" valign="top">Pfinder et al., 2020 (<xref ref-type="bibr" rid="ref26">26</xref>) (<italic>n</italic>&#x202F;=&#x202F;1)</td>
<td align="center" valign="top">Tax of unprocessed sugar or sugar-added foods</td>
</tr>
<tr>
<td align="left" valign="top">Niebylski et al., 2015 (<xref ref-type="bibr" rid="ref24">24</xref>) (<italic>n</italic>&#x202F;=&#x202F;78)</td>
<td align="center" valign="top">Food subsidies and tax</td>
</tr>
<tr>
<td align="left" valign="top">Liu et al., 2022 (<xref ref-type="bibr" rid="ref19">19</xref>) (<italic>n</italic>&#x202F;=&#x202F;15)</td>
<td align="center" valign="top">Tax on sugary foods and beverages</td>
</tr>
<tr>
<td align="left" valign="top">Lhachimi et al., 2020 (<xref ref-type="bibr" rid="ref27">27</xref>) (<italic>n</italic>&#x202F;=&#x202F;2)</td>
<td align="center" valign="top">Fat tax on foods</td>
</tr>
<tr>
<td align="left" valign="top">Gittelsohn et al., 2017 (<xref ref-type="bibr" rid="ref31">31</xref>) (<italic>n</italic>&#x202F;=&#x202F;30)</td>
<td align="center" valign="top">Pricing policy using tax or subsidies</td>
</tr>
<tr>
<td align="left" valign="top">Eyles et al., 2012 (<italic>n</italic>&#x202F;=&#x202F;32) (<xref ref-type="bibr" rid="ref32">32</xref>)</td>
<td align="center" valign="top">Pricing policy using tax or subsidies</td>
</tr>
<tr>
<td align="left" valign="top">Cornelsen et al., 2015 (<xref ref-type="bibr" rid="ref37">37</xref>) (<italic>n</italic>&#x202F;=&#x202F;78)</td>
<td align="center" valign="top">Pricing policy using tax, price or subsidies</td>
</tr>
<tr>
<td align="left" valign="top">Afshin et al., 2017 (<xref ref-type="bibr" rid="ref33">33</xref>) (<italic>n</italic>&#x202F;=&#x202F;30)</td>
<td align="center" valign="top">Pricing policies using tax, price or subsidies</td>
</tr>
<tr>
<td align="left" valign="top">Alagiyawanna et al., 2015 (<xref ref-type="bibr" rid="ref38">38</xref>) (<italic>n</italic>&#x202F;=&#x202F;18)</td>
<td align="center" valign="top">Tax and subsidies</td>
</tr>
<tr>
<td align="left" valign="top">Pineda et al., 2024 (<xref ref-type="bibr" rid="ref36">36</xref>) (<italic>n</italic>&#x202F;=&#x202F;20)</td>
<td align="center" valign="top">Tax on HFSS</td>
</tr>
<tr>
<td align="left" valign="top">Epstein et al., 2012 (<xref ref-type="bibr" rid="ref46">46</xref>) (<italic>n</italic>&#x202F;=&#x202F;24)</td>
<td align="center" valign="top">Pricing policy</td>
</tr>
<tr>
<td align="left" valign="top">An, 2013 (<xref ref-type="bibr" rid="ref34">34</xref>) (<italic>n</italic>&#x202F;=&#x202F;20)</td>
<td align="center" valign="top">Healthy food subsidies</td>
</tr>
<tr>
<td align="left" valign="top">Wyse et al., 2021 (<xref ref-type="bibr" rid="ref44">44</xref>) (<italic>n</italic>&#x202F;=&#x202F;11)</td>
<td align="center" valign="top">Mix of online interventions</td>
</tr>
<tr>
<td align="left" valign="top">Fattore et al., 2014 (<xref ref-type="bibr" rid="ref14">14</xref>) (<italic>n</italic>&#x202F;=&#x202F;36)</td>
<td align="center" valign="top">Voluntary interventions promoting low-fat diet</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Demand and supply side interventions (11 reviews)</td>
</tr>
<tr>
<td align="left" valign="top">Hyseni et al., 2017 (<xref ref-type="bibr" rid="ref39">39</xref>) (<italic>n</italic>&#x202F;=&#x202F;70)</td>
<td align="center" valign="top">Salt reduction</td>
</tr>
<tr>
<td align="left" valign="top">Schorling et al., 2017 (<xref ref-type="bibr" rid="ref22">22</xref>) (<italic>n</italic>&#x202F;=&#x202F;14)</td>
<td align="center" valign="top">Salt reduction</td>
</tr>
<tr>
<td align="left" valign="top">McLaren et al., 2016 (<xref ref-type="bibr" rid="ref28">28</xref>) (<italic>n</italic>&#x202F;=&#x202F;17)</td>
<td align="center" valign="top">Salt reduction</td>
</tr>
<tr>
<td align="left" valign="top">Hope et al., 2017 (<xref ref-type="bibr" rid="ref17">17</xref>) (<italic>n</italic>&#x202F;=&#x202F;14)</td>
<td align="center" valign="top">Salt reduction</td>
</tr>
<tr>
<td align="left" valign="top">Barberio et al., 2017 (<xref ref-type="bibr" rid="ref29">29</xref>) (<italic>n</italic>&#x202F;=&#x202F;41)</td>
<td align="center" valign="top">Salt reduction</td>
</tr>
<tr>
<td align="left" valign="top">von Philipsborn et al., 2019 (<xref ref-type="bibr" rid="ref40">40</xref>) (<italic>n</italic>&#x202F;=&#x202F;58)</td>
<td align="center" valign="top">SSB reduction</td>
</tr>
<tr>
<td align="left" valign="top">Alcaraz et al., 2021 (<xref ref-type="bibr" rid="ref48">48</xref>) (<italic>n</italic>&#x202F;=&#x202F;40)</td>
<td align="center" valign="top">SSB reduction</td>
</tr>
<tr>
<td align="left" valign="top">Tran et al., 2021 (<xref ref-type="bibr" rid="ref20">20</xref>)(<italic>n</italic>&#x202F;=&#x202F;8)</td>
<td align="center" valign="top">Mix of health-promoting retail-based interventions</td>
</tr>
<tr>
<td align="left" valign="top">Olm et al., 2020 (<xref ref-type="bibr" rid="ref18">18</xref>) (<italic>n</italic>&#x202F;=&#x202F;21)</td>
<td align="center" valign="top">Obesity policies: including nutritional interventions</td>
</tr>
<tr>
<td align="left" valign="top">Hillier-Brown et al., 2017 (<xref ref-type="bibr" rid="ref41">41</xref>) (<italic>n</italic>&#x202F;=&#x202F;30)</td>
<td align="center" valign="top">Mix of interventions to promote healthier ready meals</td>
</tr>
<tr>
<td align="left" valign="top">Emmert-Fees et al., 2021 (<xref ref-type="bibr" rid="ref16">16</xref>) (<italic>n</italic>&#x202F;=&#x202F;56)</td>
<td align="center" valign="top">Mix of population-based dietary policies</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec21">
<title>Author contributions</title>
<p>LF: Writing &#x2013; original draft, Methodology, Data curation, Conceptualization, Formal analysis, Writing &#x2013; review &#x0026; editing. IP: Methodology, Data curation, Writing &#x2013; review &#x0026; editing. TR: Conceptualization, Funding acquisition, Writing &#x2013; review &#x0026; editing, Methodology. RS: Funding acquisition, Writing &#x2013; review &#x0026; editing, Conceptualization, Methodology. EF: Funding acquisition, Writing &#x2013; review &#x0026; editing, Formal analysis, Writing &#x2013; original draft, Methodology, Conceptualization.</p>
</sec>
<sec sec-type="COI-statement" id="sec22">
<title>Conflict of interest</title>
<p>EF has received funding from Novo Nordisk Ltd. for work unrelated to this review.</p>
<p>The remaining 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>
<sec sec-type="ai-statement" id="sec23">
<title>Generative AI statement</title>
<p>The authors declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
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<title>Publisher&#x2019;s note</title>
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<title>Author disclaimer</title>
<p>The views expressed are solely those of the authors and not necessarily those of the UKRI, the NIHR or the Department of Health and Social Care.</p>
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<sec sec-type="supplementary-material" id="sec25">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnut.2025.1629814/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnut.2025.1629814/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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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/336253/overview">Olatunde Aremu</ext-link>, Birmingham City University, United Kingdom</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2136830/overview">Ahmet Murat G&#x00FC;nal</ext-link>, Hali&#x00E7; University, T&#x00FC;rkiye</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3082332/overview">Nadine Henderson</ext-link>, Office of Health Economics (OHE), United Kingdom</p>
</fn>
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