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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">787669</article-id>
<article-id pub-id-type="doi">10.3389/feart.2021.787669</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Microhabitat Variability in Human Evolution</article-title>
<alt-title alt-title-type="left-running-head">Patalano et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Microhabitat Variability in Human Evolution</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Patalano</surname>
<given-names>Robert</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/630094/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hamilton</surname>
<given-names>Rebecca</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1094186/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Finestone</surname>
<given-names>Emma</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1501046/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Amano</surname>
<given-names>Noel</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1074776/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Heddell-Stevens</surname>
<given-names>Phoebe</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1532162/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Itambu</surname>
<given-names>Makarius</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1574289/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Petraglia</surname>
<given-names>Michael</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1261677/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Roberts</surname>
<given-names>Patrick</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/925076/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Max Planck Institute for the Science of Human History, <addr-line>Jena</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>College of Asia and the Pacific, Australian National University, <addr-line>Canberra</addr-line>, <addr-line>ACT</addr-line>, <country>Australia</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Australian Research Council Centre of Excellence for Australian Biodiversity and Heritage, The Australian National University, <addr-line>Canberra</addr-line>, <addr-line>ACT</addr-line>, <country>Australia</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>Department of Archaeology and Heritage Studies, University of Dar es Salaam, <addr-line>Dar es Salaam</addr-line>, <country>Tanzania</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>School of Social Science, The University of Queensland, <addr-line>Brisbane</addr-line>, <addr-line>QLD</addr-line>, <country>Australia</country>
</aff>
<aff id="aff6">
<label>
<sup>6</sup>
</label>Department of Anthropology, National Museum of Natural History, Smithsonian Institution, <addr-line>Washington</addr-line>, <addr-line>DC</addr-line>, <country>United&#x20;States</country>
</aff>
<aff id="aff7">
<label>
<sup>7</sup>
</label>Australian Research Centre for Human Evolution (ARCHE), Griffith University, <addr-line>Brisbane</addr-line>, <addr-line>QLD</addr-line>, <country>Australia</country>
</aff>
<aff id="aff8">
<label>
<sup>8</sup>
</label>Archaeological Studies Program, University of Philippines, <addr-line>Quenzon City</addr-line>, <country>Philippines</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/91953/overview">Felix Riede</ext-link>, Aarhus University, Denmark</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1503418/overview">Jessica Thompson</ext-link>, Yale University, United&#x20;States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/290203/overview">Chenglong Deng</ext-link>, Institute of Geology and Geophysics (CAS), China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Robert Patalano, <email>patalano@shh.mpg.de</email>; Patrick Roberts, <email>roberts@shh.mpg.de</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Quaternary Science, Geomorphology and Paleoenvironment, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>787669</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>10</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Patalano, Hamilton, Finestone, Amano, Heddell-Stevens, Itambu, Petraglia and Roberts.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Patalano, Hamilton, Finestone, Amano, Heddell-Stevens, Itambu, Petraglia and Roberts</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Climate variability and hominin evolution are inextricably linked. Yet, hypotheses examining the impact of large-scale climate shifts on hominin landscape ecology are often constrained by proxy data coming from off-site lake and ocean cores and temporal offsets between paleoenvironmental and archaeological records. Additionally, landscape response data (most commonly, records of vegetation change), are often used as a climate proxy. This is problematic as it assumes that vegetation change signifies global or regional climate shifts without accounting for the known non-linear behavior of ecological systems and the often-significant spatial heterogeneity in habitat structure and response. The exploitation of diverse, rapidly changing habitats by <italic>Homo</italic> by at least two million years ago highlights that the ability to adapt to landscapes in flux had emerged by the time of our genus&#x2019; African origin. To understand ecosystem response to climate variability, and hominin adaptations to environmental complexity and ecological diversity, we need cross-disciplinary datasets in direct association with stratified archaeological and fossil assemblages at a variety of temporal and spatial scales. In this article, we propose a microhabitat variability framework for understanding <italic>Homo</italic>&#x2019;s adaptability to fluctuating climates, environments, and resource bases. We argue that the exploitation of microhabitats, or unique ecologically and geographically defined areas within larger habitats and ecoregions, was a key skill that allowed <italic>Homo</italic> to adapt to multiple climates zones and ecoregions within and beyond Africa throughout the Pleistocene.</p>
</abstract>
<kwd-group>
<kwd>microhabitat variability</kwd>
<kwd>human evolution</kwd>
<kwd>climate change</kwd>
<kwd>paleoecology</kwd>
<kwd>africa</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Climatic and environmental variability are often presented as major influencers on human evolution (<xref ref-type="bibr" rid="B208">Vrba, 1995b</xref>; <xref ref-type="bibr" rid="B160">Potts, 1998a</xref>; <xref ref-type="bibr" rid="B197">Trauth et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B47">Cerling et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B60">deMenocal, 2011</xref>), including the origins and diversification of <italic>Homo</italic> or the development of specific stone tool technologies (<xref ref-type="bibr" rid="B159">Potts et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B124">Lupien et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B177">Schaebitz et&#x20;al., 2021</xref>). Variable Pliocene-Pleistocene climate for example, may have required hominins to effectively respond to the extreme selection pressures imposed by dynamic climatic systems, leading to genetic and morphological change and technological innovation (e.g., <xref ref-type="bibr" rid="B52">Committee on the Earth System Context for Hominin Evolution, 2010</xref>). It is even argued that changes in African climate and hominin extinction, speciation, and behavioral events were inextricably linked over the past 6 million years (<xref ref-type="bibr" rid="B60">deMenocal, 2011</xref>). The last appearance of <italic>Australopithecus afarensis</italic> around 2.9&#xa0;Ma (<xref ref-type="bibr" rid="B42">Campisano and Feibel, 2008</xref>; <xref ref-type="bibr" rid="B7">Alemseged et&#x20;al., 2020</xref>), the appearance of the genus <italic>Homo</italic> at 2.8&#xa0;Ma (<xref ref-type="bibr" rid="B206">Villmoare et&#x20;al., 2015</xref>), the emergence of <italic>Paranthropus</italic> after 2.7&#xa0;Ma (<xref ref-type="bibr" rid="B54">Coppens, 1968</xref>; <xref ref-type="bibr" rid="B97">Harrison, 2002</xref>), and the earliest evidence for Oldowan stone tools at 2.6&#xa0;Ma (<xref ref-type="bibr" rid="B180">Semaw et&#x20;al., 1997</xref>; <xref ref-type="bibr" rid="B31">Braun et&#x20;al., 2019</xref>) appear to overlap with Northern Hemisphere glacial intensification, faunal changes, aridification, and grassland expansion in Africa (<xref ref-type="bibr" rid="B27">Bobe and Eck, 2001</xref>; <xref ref-type="bibr" rid="B181">Semaw, 2003</xref>; <xref ref-type="bibr" rid="B75">Evolution, 2010</xref>; <xref ref-type="bibr" rid="B60">deMenocal, 2011</xref>). Moreover, the emergence of <italic>Homo erectus</italic> and subsequent migrations out of Africa seemingly occurred when subtropical temperatures cooled around 1.9&#xa0;Ma (<xref ref-type="bibr" rid="B169">Ravelo et&#x20;al., 2004</xref>), while the appearance of the Acheulean at &#x223c;1.75&#xa0;Ma has been suggested to coincide with increases in African wind-borne dust and aridification near 1.8&#xa0;Ma (<xref ref-type="bibr" rid="B59">deMenocal, 2004</xref>; <xref ref-type="bibr" rid="B122">Lupien et&#x20;al., 2018</xref>).</p>
<p>Yet, linking hominin landscape ecology and climate variability to technological, morphological, or behavioral changes remains challenging as clear cause-and-effect relationships between specific climatic events and major evolutionary occurrences are difficult to establish. This is often due to temporal and spatial gaps in paleoclimatic, paleoenvironmental, and archaeological records (<xref ref-type="bibr" rid="B130">Marean et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B78">Faith et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B77">Faith et&#x20;al., 2021</xref>). Additionally, recent discoveries of the earliest stone tools (i.e.,&#x20;the Lomekwian) from Kenya dating to 3.3&#xa0;Ma (<xref ref-type="bibr" rid="B96">Harmand et&#x20;al., 2015</xref>), the earlier appearance of <italic>H. erectus</italic> in southern Africa at 2.0&#xa0;Ma (<xref ref-type="bibr" rid="B101">Herries et&#x20;al., 2020</xref>), and the likelihood that Acheulean biface shaping emerged gradually out of bifacial core reduction during the Oldowan (<xref ref-type="bibr" rid="B74">Duke et&#x20;al., 2021</xref>) are not evidently linked with major climate and environmental events. Furthermore, Northern Hemisphere Glaciation was a gradual process, and a consistent stepwise transition toward greater aridity in Africa at &#x223c;2.8&#xa0;Ma does not exist, with regional, often asynchronous, changes being observed in different parts of the continent (<xref ref-type="bibr" rid="B196">Trauth et&#x20;al., 2021</xref>). Mammalian evolution is also not always directly linked to major climate shifts in a one-to-one manner as species adopt a variety of strategies, including mobility/migration, dietary, morphological, or cultural change, and the ongoing utilization of small microhabitats within a wider changing regional environmental context (<xref ref-type="bibr" rid="B29">Boutin and Lane, 2014</xref>; <xref ref-type="bibr" rid="B136">McCain and King, 2014</xref>; <xref ref-type="bibr" rid="B84">Figueirido et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B191">Stewart et&#x20;al., 2021</xref>).</p>
<p>Indeed, particular caution must be adopted when studying paleoclimate and paleoecology within a human evolutionary framework, as hominin habitat-types are not always synchronous with changes in regional or global climate (<xref ref-type="bibr" rid="B26">Blumenthal et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B93">Groucutt, 2020</xref>; <xref ref-type="bibr" rid="B77">Faith et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B196">Trauth et&#x20;al., 2021</xref>). That is, landscape response data (most commonly, records of vegetation change), are often used as a climate proxy even though it is well established that ecosystems do not necessarily exhibit a linear response to global or regional climate drivers (<xref ref-type="bibr" rid="B103">Holling, 1973</xref>; <xref ref-type="bibr" rid="B19">Bennett et&#x20;al., 2021</xref>). Although difficult to identify archaeologically, we must also consider hominin agency, specifically the genus <italic>Homo</italic> in comparison to other hominins and primates, for its capacity to survive and adapt to resource limited conditions and manipulate their environments. We know, for instance, that by least &#x223c;1.8&#xa0;Ma (<xref ref-type="bibr" rid="B87">Gabunia et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B228">Zhu et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B88">Garcia et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B83">Ferring et&#x20;al., 2011</xref>) and possibly &#x223c;2.1&#xa0;Ma (<xref ref-type="bibr" rid="B229">Zhu et&#x20;al., 2018</xref>), <italic>Homo</italic> had adapted to multiple climate zones and ecoregions within and beyond Africa, selected specific habitats within larger biomes, and was able to tolerate extreme climatological and ecological events without the need of sophisticated technology. In addition, Middle Pleistocene hominins modified their ecosystems, such as through fire use, which influenced local and regional ecologies, thus adding another dimension to vegetation change that is not entirely climate mediated (<xref ref-type="bibr" rid="B92">Gowlett, 2016</xref>; <xref ref-type="bibr" rid="B153">Petraglia, 2017</xref>; <xref ref-type="bibr" rid="B194">Thompson et&#x20;al., 2021</xref>).</p>
<p>Until relatively recently, cross-disciplinary datasets in direct association with stratified archaeological and fossil assemblages were not specifically targeted when reconstructing hominin landscape environments or ecologies. &#x201c;Off-site&#x201d; (i.e.,&#x20;distal) lake and ocean cores have produced well-integrated, high-resolution reconstructions of the broad environmental context in which the genus <italic>Homo</italic> and its closest hominin relatives evolved, adapted, and experimented with novel technologies (<xref ref-type="bibr" rid="B79">Feakins et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B80">Feakins et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B43">Casta&#xf1;eda et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B127">Magill et&#x20;al., 2013a</xref>; <xref ref-type="bibr" rid="B128">b</xref>; <xref ref-type="bibr" rid="B200">Uno KT. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B195">Tierney et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B41">Caley et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B49">Colcord et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B122">Lupien et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B125">Lupien et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B123">Lupien et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B124">Lupien et&#x20;al., 2021</xref>). These data, however, are often derived from sources distal to hominin activity. Although we have long-term records that demonstrate changes in plant landscape composition (<xref ref-type="bibr" rid="B79">Feakins et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B80">Feakins et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B81">Feakins et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B201">Uno K. T. et&#x20;al., 2016</xref>), they do not necessarily show the ecological subtleties and complexity that on-site (i.e.,&#x20;proximal) records can provide. Increasingly, however, phytolith and pollen records (<xref ref-type="bibr" rid="B28">Bonnefille, 1995</xref>; <xref ref-type="bibr" rid="B17">Barboni et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B4">Albert et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B13">Bamford et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B14">Bamford et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B3">Albert et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B16">Barboni et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B173">Rossouw and Scott, 2011</xref>; <xref ref-type="bibr" rid="B6">Albert and Bamford, 2012</xref>; <xref ref-type="bibr" rid="B18">Barboni, 2014</xref>; <xref ref-type="bibr" rid="B5">Albert et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B104">Itambu, 2019</xref>; <xref ref-type="bibr" rid="B137">Mercader et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B192">Stollhofen et&#x20;al., 2021</xref>), as well as paleontological and stable isotope analyses (<xref ref-type="bibr" rid="B223">WoldeGabriel et&#x20;al., 1994</xref>; <xref ref-type="bibr" rid="B45">Cerling et&#x20;al., 1997</xref>; <xref ref-type="bibr" rid="B154">Pickford and Senut, 2001</xref>; <xref ref-type="bibr" rid="B225">Wynn, 2001</xref>; <xref ref-type="bibr" rid="B216">White et&#x20;al., 2009b</xref>; <xref ref-type="bibr" rid="B221">WoldeGabriel et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B164">Prassack, 2010</xref>; <xref ref-type="bibr" rid="B47">Cerling et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B109">Kovarovic et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B127">Magill et&#x20;al., 2013a</xref>; <xref ref-type="bibr" rid="B128">b</xref>; <xref ref-type="bibr" rid="B168">Quinn et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B21">Bibi and Kiessling, 2015</xref>; <xref ref-type="bibr" rid="B22">Bibi et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B49">Colcord et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B146">Pante and de la Torre, 2018</xref>; <xref ref-type="bibr" rid="B165">Prassack et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B78">Faith et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B172">Roberts et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B175">Sanders, 2020</xref>), have sought to track changes in landscapes occupied by Pleistocene hominins. The pursuit of more detailed data relating to hominin population resource use and microhabitat availability across space and time is beginning to provide more nuanced insights into the relationship between hominin morphologies and technologies and local-to-regional scale environmental change (<xref ref-type="bibr" rid="B16">Barboni et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B25">Blumenschine et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B126">Magill et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B104">Itambu, 2019</xref>; <xref ref-type="bibr" rid="B150">Patalano, 2019</xref>; <xref ref-type="bibr" rid="B131">Martin et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B137">Mercader et&#x20;al., 2021</xref>).</p>
<p>This article reviews the potential role of microhabitat variability in human evolution by examining archaeological and paleoecological datasets that have revealed hominin morphological and technological adaptations to changing environments over time and space. We begin by defining microhabitat variability, and the differences between biomes, ecoregions, and habitats. We then present field and analytical research methods designed to identify microhabitat variability in the Pleistocene. This is followed by a review of the key prevailing climate and environmental hypotheses for human evolution, as well as issues related to landscape response data like the inherently non-linear attributes of some ecosystems. This is followed by case studies using three examples of microhabitat variability from Oldupai Gorge (formerly Olduvai) in Tanzania and the adaptability of <italic>Homo</italic> to distinct environmental settings. Finally, we propose a framework for utilizing diverse datasets compiled from multiple environmental proxy records as an analytical tool for evaluating hominin adaptability across ecologically diverse landscapes and consider how to best factor a microhabitat variability framework into existing paleoclimatic, paleoenvironmental, and evolutionary models.</p>
</sec>
<sec id="s2">
<title>Microhabitat Variability</title>
<p>High spatial resolution and multi-proxy archaeological and paleoecological datasets are crucial for locally reconstructing climate drivers and biome- and intrabiome-scale ecological change. Such analyses are a necessary starting point for underpinning how climate-ecosystem feedbacks have influenced hominin evolution. We classify &#x201c;microhabitats&#x201d; as unique ecologically and geographically defined areas within larger habitats (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>, <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). At the largest scale are &#x201c;biomes,&#x201d; which we identify using <xref ref-type="bibr" rid="B213">White&#x2019;s (1983)</xref> description of extant African phytochoria, termed <italic>Regional Centers of Endemism</italic> (<xref ref-type="bibr" rid="B212">White, 1979</xref>). Nested within the biomes are various &#x201c;ecoregions,&#x201d; or relatively large areas of land containing a distinct assemblage of natural communities and species that share climatic and environmental conditions (<xref ref-type="bibr" rid="B144">Olson et&#x20;al., 2001</xref>). The porosity and chemistry of soils, topography, groundwater sources, and edaphic conditions influence vegetation structure and floristic patterns to create distinct habitat and microhabitat assemblages inside each ecoregion (<xref ref-type="bibr" rid="B182">Sept, 2013</xref>). &#x201c;Habitats&#x201d; are areas covered by relatively uniform vegetation types within each ecoregion (<xref ref-type="table" rid="T1">Table&#x20;1</xref>), that represent major biotic zones and correlate with various climatic indices such as rainfall seasonality, summer aridity, and minimum winter temperatures (<xref ref-type="bibr" rid="B205">Van Wyk and Smith, 2001</xref>). A &#x201c;microhabitat&#x201d; on the other hand, is a smaller but highly distinctive area that differs from encompassing habitat types in that it exhibits unique floristic conditions that can change at meter scales (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). While, on a spatial scale, these ecosystems might seem relatively unimportant, biotically they can be home to a variety of diverse flora and fauna, often exerting specific pressures on the evolution of morphology, feeding behaviors, and migratory patterns (<xref ref-type="bibr" rid="B85">Fjelds&#xe5; and Lovett, 1997</xref>; <xref ref-type="bibr" rid="B190">Stewart et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B185">Sintayehu, 2018</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Different scales of plant landscape variability. <bold>(A)</bold> Biomes as defined by <xref ref-type="bibr" rid="B213">White&#x2019;s (1983)</xref> African phytochoria (supplementary information for classifications) overlain on African ecoregions as delineated by the World Wildlife Federation (WWF) (<xref ref-type="bibr" rid="B144">Olson et&#x20;al., 2001</xref>); <bold>(B)</bold> Eastern African biomes and ecoregions with focus on White&#x2019;s Somalia-Maasai Regional Center of Endemism (XII). Note the numerous and diverse ecoregions within the larger phytogeographic biomes. <bold>(C)</bold> Different habitat types that can be found throughout the Somalia-Maasai Regional Center of Endemism. From left to right: forest, woodland, wooded grassland, and grassland. <xref ref-type="table" rid="T1">Table&#x20;1</xref> for a synopsis of main habitat types.</p>
</caption>
<graphic xlink:href="feart-09-787669-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Google Earth image showing Lake Manyara in the Tanzanian Rift Valley and forests on the northern and western shores that are fed by groundwater discharged from the escarpment. Insert photo shows the view from atop the northern escarpment. <bold>(B)</bold> An ecological and elevation profile of segment A-A<sup>1</sup> showing variability at a small scale. In the ecological profile, true forest is found from 0 to 0.25&#xa0;km, and then gradually transitions to woodland until &#x223c;0.6&#xa0;km before opening into wooded grassland until 1.0&#xa0;km. After 1.0&#xa0;km, the wooded grassland transitions to an open grassland, which terminates at the water&#x2019;s edge at 1.75&#xa0;km. After 2.1&#xa0;km, emergent halophytic vegetation (saline and brackish swamp adapted species) flourish on an exposed surface.</p>
</caption>
<graphic xlink:href="feart-09-787669-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Synopsis of main habitat types mentioned in the text. Adopted from <xref ref-type="bibr" rid="B213">White,&#x20;1983</xref>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">&#x2014;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Forest</td>
<td align="left">A continuous strand of trees at least 10&#xa0;m tall with a closed, multistory, overlapping canopy. Woody plants dominate the biomass, and a shrub layer is normally present. The ground layer is usually sparse but may contain bryophytes, epiphytes, orchids, or mosses depending on moister availability</td>
</tr>
<tr>
<td align="left">Woodland</td>
<td align="left">Open stands of trees that are at least 8&#xa0;m high, but no more than 20&#xa0;m, with woody plants accounting for &#x223c;40% of the biomass over a field layer of grasses. Woodland canopies do not overlap extensively, but occasionally, stands of woodland have a closed canopy and thus a poorly developed grass layer</td>
</tr>
<tr>
<td align="left">Bushland and thicket</td>
<td align="left">Open stands of bushes, defined as woody, multi-stemmed plants usually 3&#x2013;7&#xa0;m tall with a main stem 10&#xa0;cm or more in diameter, that cover &#x3e;40% or more of the land. Bushes often flourish in rocky or stony substrates that are unfavorable to grasses. Thicket is a closed stand of bushes that are so densely interlocked that they form a nearly impenetrable obstacle that hinders movement</td>
</tr>
<tr>
<td align="left">Shrubland</td>
<td align="left">Stands of shrubs that vary in height from 0.1 to 2&#xa0;m. Usually open or closed stands of shrubs occur where taller bushes and trees cannot grow because of low rainfall, extended drought periods, low temperatures, high rates of evapotranspiration, and oligotrophic or nutrient-poor soils</td>
</tr>
<tr>
<td align="left">Grassland</td>
<td align="left">Stretches of grasses and other herbs that develop when woody plant cover is &#x3c;10%. African grasslands are structurally simple with woody species only occurring in specialized microhabitats that are dependent on the availability of moisture. Forbs also form an important component of grasslands and may contribute more in terms of biome species richness than do grass species</td>
</tr>
<tr>
<td align="left">Wooded Grassland</td>
<td align="left">Stretches of grasses and other herbs, with woody plant cover ranging from 10 to 40%. Woody plants are always scattered, but often grade into grassland or woodland</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Microhabitat variability is exemplified best by mosaics, or where local geological, tectonic, microclimatic, and hydrological conditions and both natural and anthropogenic disturbances create well-defined patches of distinct plant communities that may offer unique food resources (<xref ref-type="bibr" rid="B120">Mucina and Rutherford, 2006</xref>). Gallery forests for example, are a key element within the Somalia-Maasai Regional Center of Endemism of eastern Africa (<xref ref-type="bibr" rid="B213">White, 1983</xref>), which consists of <italic>Acacia-Commiphora</italic> deciduous bushland and thicket, wooded grassland, edaphic grasslands, and other habitat types. Dense, fire-exclusionary gallery forests can grow proximal to abundant or permanent freshwater sources, including near rivers or groundwater aquifers. Thus, a particular combination of eco-hydrological conditions can permit the formation of highly diverse landscape mosaics over relatively small geographic distances (<xref ref-type="bibr" rid="B120">Mucina and Rutherford, 2006</xref>). Contributing to microhabitat variability is ecological diversity, which includes both alpha (&#x3b1;-diversity) and beta (&#x3b2;-diversity) diversity (<xref ref-type="bibr" rid="B217">Whittaker, 1960</xref>). Alpha diversity reflects that within a localized microhabitat, while &#x3b2;-diversity reflects that between different microhabitat types. Both &#x3b1;-diversity and &#x3b2;-diversity are determined by climatic conditions as well as the frequency of fires and other disturbances and a combination of slopes, aspect, soil depth and nutrients, moisture availability, age, and evolutionary history of the landscape (<xref ref-type="bibr" rid="B89">Geldenhuys, 1992</xref>; <xref ref-type="bibr" rid="B120">Mucina and Rutherford, 2006</xref>). The well-drained alluvial fans on the northwestern and western shores of Lake Manyara, Tanzania for example, support a &#x201c;drought resilient&#x201d; groundwater-fed evergreen forest that would otherwise not develop under the existing rainfall regime of 650&#xa0;mm per year (<xref ref-type="bibr" rid="B53">Copeland, 2007</xref>; <xref ref-type="bibr" rid="B18">Barboni, 2014</xref>) (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). This forest is atypical of the Somalia-Maasai <italic>Acacia-Commiphora</italic> deciduous bushland and thicket and volcanic grasslands that abound in this region of Tanzania. Crucially, this forest supports key edible taxa that are relied upon by a range of fauna (such as chimpanzees in western Tanzania) like the Cape Mahogany (<italic>Trichilia emetica</italic>) and the Sycamore Fig (<italic>Ficus sycomorus</italic>) (<xref ref-type="bibr" rid="B53">Copeland, 2007</xref> and references within).</p>
<sec id="s2-1">
<title>Identifying Microhabitat Variability</title>
<p>Reconstructing microhabitat variability through archaeological or paleoecological proxies is, of course, difficult given the delimited nature of excavations or core retrieval and taphonomic limitations. Recent studies, however, have shown that it is possible to track microhabitat changes at spatial scales (<xref ref-type="bibr" rid="B126">Magill et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B12">Arr&#xe1;iz et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B104">Itambu, 2019</xref>; <xref ref-type="bibr" rid="B150">Patalano, 2019</xref>). Many archaeological and paleoanthropological sites permit well-defined, high-resolution temporal analyses, though few have had adjacent geological exposures that allow for analyses to be conducted at a high spatial resolution targeted as well. Oldupai Gorge in northern Tanzania, the Ain B&#xe9;ni Mathar-Guefa&#xef;t basin in eastern Morocco, and even the Nihewan Basin in northern China are such examples where exposed sedimentary deposits allow for radiometric or magnetostratigraphic dating of fluvio-lacustrine sequences so that both temporal and spatial paleo-reconstructions are possible (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). The application of sequence stratigraphic methods to geologic exposures provides a time-layered framework that enables correlations between sedimentary units across facies boundaries (<xref ref-type="bibr" rid="B203">Uribelarrea et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B188">Stanistreet et&#x20;al., 2018</xref>). This also allows for the horizontal sampling of terrestrial sediments at and beyond archaeological sites, as well as across exposed sedimentary units along meter-, and when possible, kilometer-scale transects (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). The analyses of specific paleo-proxies (<xref ref-type="table" rid="T2">Table&#x20;2</xref>) collected in paleosol horizons can then help document spatial distributions in vegetation and provide an ecological context of such things as hominin foraging behavior or raw material procurement (<xref ref-type="sec" rid="s5">Section&#x20;5</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Stratigraphic overview of Oldupai Gorge and landscape sampling for spatial habitat variability. <bold>(A)</bold> View of the Second Fault in the eastern part of the gorge and the displacement of the stratigraphic Beds. On the left (hanging wall), all beds except for Naisiusiu are exposed, while on the right (foot wall), only the Bed I Lavas and Beds I-III are visible. Exposure taken from the northern rim of the gorge facing south and encompasses &#x223c;600&#xa0;m east to west. Photo by Robert Patalano. <bold>(B)</bold> Locations (white dots) around the main confluence of the gorge where clays in contact below Tuff IF were sampled for plant wax biomarkers and phytoliths (<xref ref-type="bibr" rid="B104">Itambu, 2019</xref>; <xref ref-type="bibr" rid="B150">Patalano, 2019</xref>). <bold>(C)</bold> Example in which both Tuff IF (1) and the clays in contact below the tuff (2) are exposed. Photo by Laura Tucker.</p>
</caption>
<graphic xlink:href="feart-09-787669-g003.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Main paleoecological proxies that can be used to study microhabitat variability.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">Pollen</th>
<th align="center">Phytoliths</th>
<th align="center">Plant waxes</th>
<th align="center">Faunal isotopes</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">Benefits</td>
<td align="left">Compositionally rich record of vegetation change</td>
<td align="left">Often abundant in paleosols</td>
<td align="left">Ubiquitous in terrestrial and aquatic sediments</td>
<td align="left">Ratios track dietary preference</td>
</tr>
<tr>
<td align="left">Highest taxonomic resolution</td>
<td align="left">Can track boundary between woodland and grassland</td>
<td align="left">Track photosynthetic pathway and changes in hydroclimate</td>
<td align="left">Provide landscape-scale environmental signals</td>
</tr>
<tr>
<td rowspan="2" align="left">Drawbacks</td>
<td align="left">Preservation contingent on anoxic conditions, usually in aquatic depositional settings</td>
<td rowspan="2" align="left">Cannot reliably identify photosynthetic pathway or plant taxonomy, specifically at the species level</td>
<td align="left">Production varies by taxonomic group</td>
<td align="left">Biased to feeding behavior</td>
</tr>
<tr>
<td align="left">Transport distance differs between taxa</td>
<td align="left">Preservation depends on initial burial dynamics and diagenesis</td>
<td align="left">Not diagnostic of hominin habitat preference</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Nevertheless, investigations into hominin resource use and microhabitat variability have largely been limited to Oldupai Gorge due to its number of documented archaeological sites, geographic extent, and well-defined stratigraphy (<xref ref-type="bibr" rid="B16">Barboni et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B25">Blumenschine et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B126">Magill et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B104">Itambu, 2019</xref>; <xref ref-type="bibr" rid="B150">Patalano, 2019</xref>; <xref ref-type="bibr" rid="B137">Mercader et&#x20;al., 2021</xref>). Sampling at other paleoanthropological locations on the other hand, has mostly focused on proxy records collected in lake basin or ocean cores that track long-term climatic trends and regional environmental signals (<xref ref-type="bibr" rid="B77">Faith et&#x20;al., 2021</xref>). Classifying paleo-microhabitats is also contingent on the taphonomy of environmental proxies (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). Diverse faunal assemblages can suggest the juxtaposition of distinct microhabitats (<xref ref-type="bibr" rid="B109">Kovarovic et&#x20;al., 2013</xref>), but can be skewed by niche exploitation of specific species by hominins or the disproportional preservation and dominance of some species [e.g., very large mammals (&#x2265;180&#xa0;kg)] in fauna collections over other [e.g., small mammals (&#x3c;1,000&#xa0;g)] (<xref ref-type="bibr" rid="B78">Faith et&#x20;al., 2019</xref>). Biogenic silica, pollen, and plant wax biomarkers (<xref ref-type="bibr" rid="B91">Godwin, 1934</xref>; <xref ref-type="bibr" rid="B76">Faegri and Iversen, 1989</xref>; <xref ref-type="bibr" rid="B155">Piperno, 2006</xref>; <xref ref-type="bibr" rid="B174">Sachse et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B62">Diefendorf and Freimuth, 2017</xref>; <xref ref-type="bibr" rid="B39">Cabanes, 2020</xref>; <xref ref-type="bibr" rid="B149">Patalano et&#x20;al., 2021</xref>), are three additional proxies most often applied for plant landscape reconstructions (<xref ref-type="table" rid="T2">Table&#x20;2</xref>), and when used effectively, have the potential to produce a clear ecological context into which hominin behavior can be interpreted (e.g., <xref ref-type="bibr" rid="B137">Mercader et&#x20;al., 2021</xref>). By taking a multi-proxy approach to studying non-analog ecosystems and microhabitat variability, it is possible to overcome some of the problems inherent with undertaking regional climate-ecosystem comparisons for human origins studies (<xref ref-type="bibr" rid="B78">Faith et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B77">Faith et&#x20;al., 2021</xref>).</p>
</sec>
</sec>
<sec id="s3">
<title>Environmental and Climate Variability and Human Evolution</title>
<p>The evolutionary significance of climatic and environmental variability has been reviewed elsewhere within the context of human origins (<xref ref-type="bibr" rid="B207">Vrba et&#x20;al., 1989</xref>; <xref ref-type="bibr" rid="B161">Potts, 1996</xref>; <xref ref-type="bibr" rid="B160">1998a</xref>; <xref ref-type="bibr" rid="B163">b</xref>; <xref ref-type="bibr" rid="B209">Vrba, 2007</xref>; <xref ref-type="bibr" rid="B135">Maslin and Trauth, 2009</xref>; <xref ref-type="bibr" rid="B162">Potts, 2013</xref>; <xref ref-type="bibr" rid="B134">Maslin et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B77">Faith et&#x20;al., 2021</xref>). Early explanations of human evolution focused on intrinsic stimuli whereby a simple transition from one habitat type to another (forest to grassland, for example) set the stage for speciation or specific hominin characteristics like bipedalism and tool use (<xref ref-type="bibr" rid="B56">Dart, 1925</xref>; <xref ref-type="bibr" rid="B211">Washburn, 1960</xref>; <xref ref-type="bibr" rid="B220">Wilson, 1979</xref>; <xref ref-type="bibr" rid="B224">Wolpoff, 1980</xref>; <xref ref-type="bibr" rid="B55">Coppens, 1994</xref>). While these <italic>Habitat Specific Hypotheses</italic> have, for the most part, been replaced, their assumptions often persist in evolutionary discourse (<xref ref-type="table" rid="T3">Table&#x20;3</xref>). Generally, these hypotheses stipulate that the transition from closed woodlands to open grasslands underpinned the development of meat-eating, hunting, brain enlargement, fire use, food distribution, complex sociality, and even language (review in <xref ref-type="bibr" rid="B162">Potts, 2013</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Synthesis of selected environmental hypotheses for human evolution.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Hypothesis</th>
<th align="center">Type</th>
<th align="center">Environmental setting</th>
<th align="center">Evolutionary outcome</th>
<th align="center">Drawback</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Savanna</td>
<td align="left">Habitat specific</td>
<td align="left">Transition from closed forest to open grassland</td>
<td align="left">Bipedalism, tool use, encephalization, etc.</td>
<td align="left">Hominin landscapes were ecologically diverse with multiple habitat types</td>
<td align="left">
<xref ref-type="bibr" rid="B56">Dart (1925)</xref>; <xref ref-type="bibr" rid="B211">Washburn (1960)</xref>; <xref ref-type="bibr" rid="B220">Wilson (1979)</xref>; <xref ref-type="bibr" rid="B224">Wolpoff (1980)</xref>
</td>
</tr>
<tr>
<td align="left">East side story</td>
<td align="left">Habitat specific</td>
<td align="left">Wet, forested west/central Africa vs. dry, open eastern Africa</td>
<td align="left">Split between <italic>Pan</italic> and <italic>Homo</italic> from last common ancestor</td>
<td align="left">Based on the assumption that hominin evolution only occurred in eastern Africa</td>
<td align="left">
<xref ref-type="bibr" rid="B55">Coppens (1994)</xref>
</td>
</tr>
<tr>
<td align="left">Turnover pulse</td>
<td align="left">Climate variability</td>
<td align="left">Rapid phases of aridity and limited resources</td>
<td align="left">Extinction and speciation</td>
<td align="left">No solid evidence for rapid ecological and evolutionary changes in the eastern African fossil record</td>
<td align="left">
<xref ref-type="bibr" rid="B207">Vrba (1985)</xref>; <xref ref-type="bibr" rid="B210">Vrba (1995a)</xref>; <xref ref-type="bibr" rid="B208">Vrba (1995b)</xref>; <xref ref-type="bibr" rid="B209">Vrba (2007)</xref>
</td>
</tr>
<tr>
<td align="left">Variability selection</td>
<td align="left">Climate variability</td>
<td align="left">Trends toward drier and more variable climate resulting in unpredictable resource base</td>
<td align="left">Heritable traits that enhance adaptive versatility favored over those that thrive in stable environments</td>
<td align="left">Assumes linear driver-response between climate change and hominin ecosystem change</td>
<td align="left">
<xref ref-type="bibr" rid="B161">Potts (1996)</xref>; <xref ref-type="bibr" rid="B160">Potts (1998b)</xref>; <xref ref-type="bibr" rid="B162">Potts (2013)</xref>
</td>
</tr>
<tr>
<td align="left">Pulsed climate variability</td>
<td align="left">Climate variability</td>
<td align="left">Short periods of extreme climate variability and rapid landscape reorganization</td>
<td align="left">Hominin speciation, encephalization, and dispersals out of Africa</td>
<td align="left">Does not account for hominin localities or habitats beyond the East African Rift Valley</td>
<td align="left">
<xref ref-type="bibr" rid="B132">Maslin et&#x20;al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left">Red queen</td>
<td align="left">Productive stability</td>
<td align="left">Stable, predictable, resource rich environments</td>
<td align="left">Competition amongst species leading to fitness optimum and evolution</td>
<td align="left">Ignores importance of abiotic factors and may only operate at the population level</td>
<td align="left">
<xref ref-type="bibr" rid="B204">Van Valen, (1973)</xref>
</td>
</tr>
<tr>
<td align="left">Chase red queen</td>
<td align="left">Productive stability</td>
<td align="left">Stable, predictable, resource rich environments</td>
<td align="left">Cladogenesis (typically amongst populations)</td>
<td align="left">Has been difficult to show in extinct taxa</td>
<td align="left">
<xref ref-type="bibr" rid="B193">Strotz et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">Microhabitat variability</td>
<td align="left">Ecological variability</td>
<td align="left">Diverse and varied with ample resource opportunities</td>
<td align="left">Successful adaptability of <italic>Homo</italic> to environmentally complex landscapes</td>
<td align="left">Few paleoanthropological localities allow for testing spatial variability</td>
<td align="left">&#x2014;</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="bibr" rid="B110">Laporte and Zihlman (1983)</xref> were early proponents for the impact of environmental change on driving African mammalian evolution (including hominins) by proposing that adaptive changes were a response to changing environments caused by global cooling or orogeny, or as hominins migrated into new habitats. This has since resulted in multiple climate variability hypotheses that link changes in climate to environmental reorganization and subsequent speciation and extinction events, species&#x2019; adaptive versatility, and the selection of behavioral and morphological mechanisms that enhance adaptive fitness (<xref ref-type="table" rid="T3">Table&#x20;3</xref>). For instance, the appearance of <italic>Homo</italic> and <italic>Paranthropus</italic> around 2.5&#xa0;Ma was proposed to have followed climate pulses caused by Northern Hemisphere glacial intensification and the closing of the Isthmus of Panama (<xref ref-type="bibr" rid="B207">Vrba et&#x20;al., 1989</xref>; <xref ref-type="bibr" rid="B210">Vrba, 1995a</xref>; <xref ref-type="bibr" rid="B208">b</xref>). We now know, however, that there is even earlier evidence of <italic>Homo</italic> around 2.8&#xa0;Ma (<xref ref-type="bibr" rid="B206">Villmoare et&#x20;al., 2015</xref>), and possibly as early as 3.3&#xa0;Ma, (<xref ref-type="bibr" rid="B166">P&#xfc;schel et&#x20;al., 2021</xref>), and there was no pulse towards greater aridity in Africa at the time (<xref ref-type="bibr" rid="B196">Trauth et&#x20;al., 2021</xref>). On the other hand, increased ecological resource variability (<xref ref-type="bibr" rid="B159">Potts et&#x20;al., 2020</xref>) is considered a major factor in a species&#x2019; adaptive versatility specifically in unstable, unpredictable, or unfamiliar environments, and there is now more compelling evidence for hominin evolutionary events during periods of highly variable eastern African climate shifting from very-dry and very-wet conditions between 5.0 and 0.2&#xa0;Ma (<xref ref-type="bibr" rid="B198">Trauth et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B133">Maslin et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B132">Maslin et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B159">Potts et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B124">Lupien et&#x20;al., 2021</xref>).</p>
<p>In contrast to these hypotheses centered on upheaval and change, some treatises have argued that climatic stability may have been important for driving hominin evolution as species must adapt and evolve in competition with other evolving species (<xref ref-type="bibr" rid="B204">Van Valen, 1973</xref>; <xref ref-type="bibr" rid="B193">Strotz et&#x20;al., 2018</xref>). In these (<xref ref-type="table" rid="T3">Table&#x20;3</xref>), highly productive and stable environments lead to competition among species resulting in directional selection as they move toward fitness optimum when striving to gain a competitive advantage over others (<xref ref-type="bibr" rid="B37">Brockhurst et&#x20;al., 2014</xref>). As cladogenesis can lead to populations deviating from their species and the possibility of a descendant evolving while its ancestor persists, there is thus a link between microevolutionary processes and macroevolutionary patterns (<xref ref-type="bibr" rid="B193">Strotz et&#x20;al., 2018</xref>). <italic>P. boisei</italic>, <italic>H. erectus</italic>, <italic>H. habilis</italic> and <italic>H. rudolfensis</italic> were all present at Koobi Fora during the maximum extent of Paleo-Lake Lorenyang (1.9&#x2013;1.8&#xa0;Ma), when resource availability would have been highest, resulting in these hominins co-evolving in competition with each other (<xref ref-type="bibr" rid="B134">Maslin et&#x20;al., 2015</xref>). Additionally, <italic>Au. sediba</italic>, <italic>P. robustus</italic>, and <italic>H. erectus</italic> were contemporaneous in South Africa between 2.04 and 1.95&#xa0;Ma (<xref ref-type="bibr" rid="B20">Berger et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B101">Herries et&#x20;al., 2020</xref>), coinciding with substantial changes in South African ecosystems that may have placed selective pressures on <italic>Australopithecus</italic>, leading to divergent <italic>Homo</italic> and <italic>Paranthropus</italic> lineages (<xref ref-type="bibr" rid="B114">Ledogar et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B105">Joannes-Boyau et&#x20;al., 2019</xref>).</p>
</sec>
<sec id="s4">
<title>Ecosystem Resilience in Face of Climate Change</title>
<p>Disentangling the influence of climate changes on plant landscapes and impacts on resource availability is a fundamental, yet often overlooked, stepping-stone for linking climate drivers to human behavioral change, evolution, and migration patterns. This is an essential element for validation of the variability hypotheses given that they all mandate a degree of environmental determinism (e.g., <xref ref-type="bibr" rid="B77">Faith et&#x20;al., 2021</xref>). Yet historically, paleoecological and paleoclimatic records have often been conflated (e.g., <xref ref-type="bibr" rid="B138">Morrison and Hamilton, 1974</xref>), an approach often necessitated by cost, access, and methodological constraints. While linear driver-response assumptions may be viable for climatically sensitive habitats such as tropical montane settings, they may overlook the inherently non-linear attributes of ecosystems (<xref ref-type="bibr" rid="B103">Holling, 1973</xref>; <xref ref-type="bibr" rid="B102">Hirota et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B219">Willis et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B179">Seddon, 2021</xref>). Thus, an interpretation of a stable climate exclusively drawing on paleoecological data extracted from a climatically resilient ecosystem would be entirely misconstrued (<xref ref-type="bibr" rid="B94">Hamilton et&#x20;al., 2020</xref>). Equally problematic is an assumption of extreme climate change from ecological data showing a catastrophic ecological state shift in response to a relatively minor, potentially non-climatic disturbance (<xref ref-type="bibr" rid="B102">Hirota et&#x20;al., 2011</xref>). This emphasizes the importance of producing independent records of climatic and non-climatic stressors and landscape response data prior to making interpretations of hominin behavior from the archaeological record.</p>
<p>From a climate perspective, the progressive formation of the East African Rift System (EARS) after 12&#xa0;Ma increased aridity in eastern Africa as wind patterns became less zonal, reducing available moisture particularly on the leeward sides of uplifted regions (<xref ref-type="bibr" rid="B183">Sepulchre et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B95">Hardt et&#x20;al., 2015</xref>). Tectonic activity also helped create distinctive and topographically complex landscapes and geographical barriers that hominins had to successfully navigate (<xref ref-type="bibr" rid="B108">King and Bailey, 2006</xref>). Evidence from soil carbonates (<xref ref-type="bibr" rid="B225">Wynn, 2001</xref>; <xref ref-type="bibr" rid="B117">Levin et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B226">Wynn, 2004</xref>; <xref ref-type="bibr" rid="B119">Levin et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B167">Quade and Levin, 2013</xref>) and pollen and plant wax biomarkers (<xref ref-type="bibr" rid="B79">Feakins et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B80">Feakins et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B81">Feakins et&#x20;al., 2013</xref>) illustrate a progressive proliferation of C<sub>4</sub> plants beginning at approximately 10&#xa0;Ma, presumably in response to increased aridity following rifting (<xref ref-type="bibr" rid="B59">deMenocal, 2004</xref>). Grass pollen and plant wax biomarkers from marine cores in the Gulf of Aden (<xref ref-type="bibr" rid="B81">Feakins et&#x20;al., 2013</xref>) and the Somali Basin (<xref ref-type="bibr" rid="B201">Uno K. T. et&#x20;al., 2016</xref>) show that C<sub>3</sub> grasslands had actually expanded in eastern Africa by 12&#xa0;Ma but from 10&#xa0;Ma onwards, were steadily replaced by C<sub>4</sub> plants (<xref ref-type="bibr" rid="B80">Feakins et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B201">Uno K. T. et&#x20;al., 2016</xref>), though this was not a gradual process (<xref ref-type="bibr" rid="B127">Magill et&#x20;al., 2013a</xref>; <xref ref-type="bibr" rid="B128">b</xref>; <xref ref-type="bibr" rid="B49">Colcord et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B125">Lupien et&#x20;al., 2019</xref>).</p>
<p>Changes in northeastern African flora have also been attributed to variability in orbital precession (<xref ref-type="bibr" rid="B79">Feakins et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B80">Feakins et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B135">Maslin and Trauth, 2009</xref>; <xref ref-type="bibr" rid="B128">Magill et&#x20;al., 2013b</xref>; <xref ref-type="bibr" rid="B81">Feakins et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B200">Uno KT. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B122">Lupien et&#x20;al., 2018</xref>). Precession, with an average periodicity of &#x223c;23,000 years, may have influenced human evolution and adaptability by controlling local water availability, biome diversification, and key speciation and dispersal events (<xref ref-type="bibr" rid="B135">Maslin and Trauth, 2009</xref>; <xref ref-type="bibr" rid="B162">Potts, 2013</xref>). Environmental variability may have also increased the adaptive versatility of hominins and their capacity to adjust to new habitats (<xref ref-type="bibr" rid="B162">Potts, 2013</xref>). The timing and nature of changes in hydrology and vegetation cover and the relationship to hominin species turnover (<xref ref-type="bibr" rid="B80">Feakins et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B122">Lupien et&#x20;al., 2018</xref>), the appearance of new stone tool technologies (<xref ref-type="bibr" rid="B123">Lupien et&#x20;al., 2020</xref>), the ability to control fire (<xref ref-type="bibr" rid="B51">Collins et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B36">Brittingham et&#x20;al., 2019</xref>), and hominin dispersals out of Africa (<xref ref-type="bibr" rid="B43">Casta&#xf1;eda et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B195">Tierney et&#x20;al., 2017</xref>) have all been viewed in light of orbital forcing and environmental variability. In southeastern Africa, rapidly fluctuating wet-dry cycles between approximately 2.2&#xa0;Ma to 2.0&#xa0;Ma likely contributed to the local extinction of <italic>Australopithecus</italic> and <italic>Paranthropus</italic> due to habitat marginalization (<xref ref-type="bibr" rid="B41">Caley et&#x20;al., 2018</xref>), at a time when the genus <italic>Homo</italic> was emerging prominently in Africa (<xref ref-type="bibr" rid="B9">Ant&#xf3;n, 2003</xref>; <xref ref-type="bibr" rid="B156">Plummer et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B101">Herries et&#x20;al., 2020</xref>).</p>
<p>On shorter timescales, the Intertropical Convergence Zone (ITCZ) dictates the position of African and Indian Ocean Monsoons and controls the seasonal distribution of precipitation across Africa (<xref ref-type="bibr" rid="B140">Nicholson, 1996</xref>). Driven by solar insolation, the ITCZ produces singular rainy seasons in many parts of the continent, but it is difficult to simply attribute African precipitation cycles directly to incoming solar radiation (<xref ref-type="bibr" rid="B227">Yang et&#x20;al., 2015</xref>), as African hydroclimate is modulated by influences from both the West African and Indian Ocean monsoons, the Walker Circulation, topography, and anomalies of ocean sea-surface temperatures, all of which can cause unimodal to trimodal distributions of rainfall across of the continent (<xref ref-type="bibr" rid="B141">Nicholson, 1993</xref>, <xref ref-type="bibr" rid="B140">1996</xref>; <xref ref-type="bibr" rid="B218">Williams et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B227">Yang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B147">Parhi et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B199">Ummenhofer et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B177">Schaebitz et&#x20;al., 2021</xref>). In eastern Africa for example, the region&#x2019;s aridity has been attributed to the Turkana low-level jet (<xref ref-type="bibr" rid="B143">Nicholson, 2016</xref>) and orography (<xref ref-type="bibr" rid="B48">Christensen and Kanikicharla, 2013</xref>) even though there is a bimodal annual cycle of precipitation. Continental rainfall distribution is also sensitive to changes in the El Ni&#xf1;o Southern Oscillation (ENSO) (<xref ref-type="bibr" rid="B142">Nicholson and Selato, 2000</xref>; <xref ref-type="bibr" rid="B151">Pausata et&#x20;al., 2017</xref>), originating from Pacific sea surface temperature anomalies (<xref ref-type="bibr" rid="B107">Kaboth-Bahr et&#x20;al., 2021</xref>). Changes in ENSO influence east-west and equatorial-southern moisture gradients across Africa (<xref ref-type="bibr" rid="B142">Nicholson and Selato, 2000</xref>; <xref ref-type="bibr" rid="B139">Nash et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B57">de Oliveira et&#x20;al., 2018</xref>), such that when humid condition prevail in eastern or equatorial Africa, arid conditions persist in western or southern Africa (<xref ref-type="bibr" rid="B140">Nicholson, 1996</xref>; <xref ref-type="bibr" rid="B107">Kaboth-Bahr et&#x20;al., 2021</xref>).</p>
<p>African plant landscapes, and forests in particular, are unique in that they recover faster after disturbances and appear to be more resistant to drought compared to other tropical habitats, such as those in South America or Southeast Asia (<xref ref-type="bibr" rid="B219">Willis et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B50">Cole et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B19">Bennett et&#x20;al., 2021</xref>). This drought-resistance may be due to the relatively dry contemporary conditions across the continent (<xref ref-type="bibr" rid="B129">Malhi et&#x20;al., 2004</xref>) as well as the biogeographic history and diversification of drought-adapted species (<xref ref-type="bibr" rid="B148">Parmentier et&#x20;al., 2007</xref>). As African climate has oscillated between wetter and drier conditions, modern plant biomes may have developed drought-tolerance over time due to the loss of mesic-adapted species (<xref ref-type="bibr" rid="B152">Pennington et&#x20;al., 2009</xref>). If, for example, humid lowland tropical African forests are more resistant to short-term extreme climate anomalies today, it is possible that moisture availability across Africa (e.g., paleo-ENSO effects) may not have had a large role in governing the distribution of vegetation communities or plant landscape structure at shorter timescales during the Pleistocene (<xref ref-type="bibr" rid="B19">Bennett et&#x20;al., 2021</xref>). There is also non-linearity in both the spatial and temporal response of African vegetation to specific climatic drivers. Understanding these differences is important for determining spatial patterns of resilience and the sustainability of ecosystems in relation to climate changes (<xref ref-type="bibr" rid="B219">Willis et&#x20;al., 2013</xref>).</p>
<p>Alternatively, hominin ecosystem engineering, especially intentional fire manipulation by <italic>H. sapiens</italic>, is an aspect of vegetation change that is not entirely climate mediated but may have had a significant influence on plant community composition and structure (<xref ref-type="bibr" rid="B92">Gowlett, 2016</xref>; <xref ref-type="bibr" rid="B153">Petraglia, 2017</xref>; <xref ref-type="bibr" rid="B194">Thompson et&#x20;al., 2021</xref>). Controlled fire use is apparent in the archaeological record prior to the Middle Stone Age (<xref ref-type="bibr" rid="B90">Glikson, 2013</xref>; <xref ref-type="bibr" rid="B92">Gowlett, 2016</xref>), and both archaeological and ethnographic evidence indicate deliberate landscape modification through controlled burning to maintain mosaic landscapes and as a subsistence-related strategy (<xref ref-type="bibr" rid="B214">White, 2013</xref>; <xref ref-type="bibr" rid="B178">Scherjon et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B153">Petraglia, 2017</xref>; <xref ref-type="bibr" rid="B23">Bliege Bird et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B194">Thompson et&#x20;al., 2021</xref>). This also suggests that controlled and manipulated fire may have had a pronounced effect on Pleistocene environments (<xref ref-type="bibr" rid="B11">Archibald et&#x20;al., 2012</xref>), with Middle Pleistocene hominins burning landscapes to create resource-rich microhabitats that provided populations with abundant gatherable plants and ecological settings appealing to animal prey species (<xref ref-type="bibr" rid="B98">Haws, 2012</xref>; <xref ref-type="bibr" rid="B194">Thompson et&#x20;al., 2021</xref>). Reconstructing paleoenvironments through a microhabitat variability framework can therefore help to understand the impact of hominin ecosystem modification on plant landscapes, especially when non-linearity and spatial patterns of resilience and climate drivers are also considered.</p>
</sec>
<sec id="s5">
<title>Microhabitat Variability and Human Evolution</title>
<p>By two million years ago, there is an apparent increase in the body mass of <italic>Homo</italic> (<xref ref-type="bibr" rid="B158">Pontzer, 2012</xref>; <xref ref-type="bibr" rid="B10">Ant&#xf3;n et&#x20;al., 2014</xref>), which in turn is related to its wider geographic distribution compared to other hominins (<xref ref-type="bibr" rid="B9">Ant&#xf3;n, 2003</xref>) and an increase in energy expenditure (<xref ref-type="bibr" rid="B1">Aiello and Key, 2002</xref>; <xref ref-type="bibr" rid="B2">Aiello and Wells, 2002</xref>). Additionally, there was a shift in the archaeological record from assemblages of low-density artifact scatters in narrower depositional contexts to denser concentrations of archaeological material in a broader array of habitat settings (<xref ref-type="bibr" rid="B157">Plummer and Finestone, 2018</xref>). Although earlier hominins had access to a wide array of habitat types (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>), <italic>Homo</italic> excelled in the successful exploitation of resources from greater ecological contexts. In eastern Africa for example, greater tool use possibly allowed hominins to adapt to microhabitat variability and ecological instability, as evident in the occupation of a broad spectrum of habitats ranging from open grasslands to riparian forests. At Kanjera South, on the Homa Peninsula in Kenya, hominins exhibited comparatively complex land use and toolmaking behaviors as raw materials were transported from over 10&#xa0;km (<xref ref-type="bibr" rid="B33">Braun et&#x20;al., 2008a</xref>; <xref ref-type="bibr" rid="B35">Braun et&#x20;al., 2008b</xref>; <xref ref-type="bibr" rid="B32">Braun et&#x20;al., 2009a</xref>; <xref ref-type="bibr" rid="B34">Braun et&#x20;al., 2009b</xref>; <xref ref-type="bibr" rid="B30">Braun and Plummer, 2013</xref>). Tools were employed to process a diverse range of resources including animal tissue and underground storage organs and woody and herbaceous plants (<xref ref-type="bibr" rid="B82">Ferraro et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B116">Lemorini et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B115">Lemorini et&#x20;al., 2019</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Eastern African hominin paleoecology. The paleoenvironmental record from early hominin bearing sites shows ecologically diversified landscapes. The Mio-Pliocene environments of <italic>Ardipithecus</italic> have been reconstructed as lakeside, mosaic ecosystems that included permanent wetlands, dense woodlands or gallery forests, wooded grasslands, and grasslands, all of which indicate a degree of spatial variability in the proportion of plant type composition and coverage (<xref ref-type="bibr" rid="B223">WoldeGabriel et&#x20;al., 1994</xref>; <xref ref-type="bibr" rid="B222">WoldeGabriel et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B118">Levin et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B215">White et&#x20;al., 2009a</xref>; <xref ref-type="bibr" rid="B216">White et&#x20;al., 2009b</xref>; <xref ref-type="bibr" rid="B121">Lovejoy et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B221">WoldeGabriel et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B46">Cerling et&#x20;al., 2010</xref>). <italic>Australopithecus anamensis</italic> also frequented C<sub>3</sub> dominated, closed canopy riparian or gallery forests within an otherwise dry, open acacia woodland catchment (<xref ref-type="bibr" rid="B113">Leakey et&#x20;al., 1995</xref>; <xref ref-type="bibr" rid="B176">Saylor et&#x20;al., 2019</xref>), while <italic>Au. afarensis</italic> accessed open grasslands, dry bushlands, and riparian woodlands and forests (<xref ref-type="bibr" rid="B106">Johanson et&#x20;al., 1982</xref>; <xref ref-type="bibr" rid="B8">Andrews, 1989</xref>). In southern Africa (not shown), <italic>Au. africanus</italic> likely had access to forests, ecotones, wooded grasslands, and grasslands (<xref ref-type="bibr" rid="B170">Rayner et&#x20;al., 1993</xref>; <xref ref-type="bibr" rid="B186">Sloggett, 2016</xref>), and <italic>Au. sediba</italic> made use of C<sub>3</sub>-dominated microhabitats within a regional environment of abundant C<sub>4</sub> grasses &#x223c;2.0&#xa0;Ma (<xref ref-type="bibr" rid="B15">Bamford et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B100">Henry et&#x20;al., 2012</xref>).</p>
</caption>
<graphic xlink:href="feart-09-787669-g004.tif"/>
</fig>
<sec id="s5-1">
<title>Microhabitat Variability at Oldupai Gorge: A Case Study</title>
<p>As an &#x201c;archaeosphere&#x201d; representing the paleoanthropological record of broader eastern Africa, Oldupai Gorge (formerly Olduvai Gorge) presents an interesting opportunity to explore microhabitat variability across both temporal and spatial scales using multiple paleoecological proxies collected in archaeological and geological horizons (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>, <xref ref-type="sec" rid="s12">Supplementary Figure S1</xref>). Spatial geomorphological, sedimentological, stratigraphic, and geometric analyses are made possible by Oldupai&#x2019;s well-defined Beds: I-IV (2.038&#x20;&#xb1; 0.005&#x2013;0.6&#xa0;Ma), Masek (600,000&#x2013;400,000), Ndutu (400,000&#x2013;32,000), and Naisiusiu (17,550&#x20;&#xb1; 1,000&#x2013;10,400&#x20;&#xb1; 600&#xa0;BP) (<xref ref-type="bibr" rid="B112">Leakey, 1971</xref>; <xref ref-type="bibr" rid="B99">Hay, 1976</xref>; <xref ref-type="bibr" rid="B58">Deino, 2012</xref>; <xref ref-type="bibr" rid="B73">Dom&#xed;nguez-Rodrigo et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B63">Diez-Mart&#xed;n et&#x20;al., 2015</xref>). In fact, these beds and marker tuffs, which are exposed for &#x223c;25&#xa0;km throughout the eastern and western gorges, have made it possible to correlate paleoecological and archaeological datasets across time and space, highlighting the evolution of <italic>Homo</italic> within a diverse, variable landscape (<xref ref-type="bibr" rid="B44">Cavallo and Blumenschine, 1989</xref>; <xref ref-type="bibr" rid="B184">Sikes, 1994</xref>; <xref ref-type="bibr" rid="B25">Blumenschine et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B202">Uribelarrea et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B203">Uribelarrea et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B188">Stanistreet et&#x20;al., 2018</xref>).</p>
<p>At the Ewass Oldupa site, where the earliest evidence of the Oldowan is found at Oldupai Gorge (<xref ref-type="bibr" rid="B137">Mercader et&#x20;al., 2021</xref>), hominins used a homogenous toolset within emerging landscapes and volcanically-disturbed habitats multiple times over 235,000&#xa0;years. The Oldowan assemblage consists of some raw material sourced from up to &#x223c;12&#xa0;km away and shows technological adaptation to major geomorphic and ecological transitions, whereby stone tool use permitted provisioning across ecologically diverse and complex environments over time and space. Tool use allowed for a more generalist strategy in acquiring plant food resources within a rapidly changing plant landscape that ranged from fern meadows to woodland mosaics, naturally burned landscapes, lakeside woodland/palm groves, and hyper-xeric steppes. This generalist strategy and ability to use emerging landscapes, a finding that is unique for <italic>Homo</italic> &#x223c; 2.0&#xa0;Ma, depicts complex behavior among early Pleistocene hominins. Early evidence of this environmental response suggests that fundamental aspects of human adaptability was not solely connected to our species&#x2019; origin (<xref ref-type="bibr" rid="B159">Potts et&#x20;al., 2020</xref>), but rather by the time of our genus&#x2019; origin and likely played a major role in <italic>Homo</italic>&#x2019;<italic>s</italic> ability to expand within and beyond Africa.</p>
<p>Perhaps the most well-known locality at Oldupai is the Frida Leakey Korongo (FLK) site, as it was here at &#x201c;Level 22&#x201d; (better known as FLK <italic>Zinj</italic>) that Mary Leakey discovered <italic>P. boisei</italic> in 1959 (<xref ref-type="bibr" rid="B111">Leakey, 1959</xref>). This level, situated between Tuffs IB and IC (<xref ref-type="sec" rid="s12">Supplementary Figure S1</xref>), was interpreted as an occupation or living floor (<xref ref-type="bibr" rid="B111">Leakey, 1959</xref>; <xref ref-type="bibr" rid="B112">Leakey, 1971</xref>), where hominins made stone tools to butcher mammals from nearby habitats (<xref ref-type="bibr" rid="B38">Bunn and Kroll, 1986</xref>; <xref ref-type="bibr" rid="B24">Blumenschine, 1995</xref>). Situated in uppermost Bed I and only &#x223c;100&#xa0;m north of FLK <italic>Zinj</italic> is FLK North, one of the richest Pleistocene archaeological deposits known (<xref ref-type="bibr" rid="B112">Leakey, 1971</xref>; <xref ref-type="bibr" rid="B72">Dom&#xed;nguez-Rodrigo et&#x20;al., 2010</xref>). FLK N is a 3.0&#xa0;m, 15,000-years sequence in Upper Bed I subdivided into nine archaeological units dated between 1.803&#xa0;Ma and 1.818&#xa0;Ma (<xref ref-type="bibr" rid="B58">Deino, 2012</xref>). The marker tuffs that cap each site, and the organic rich silty-waxy clays directly in contact below the tuffs, are observable in exposures for more than 2&#xa0;km throughout the main confluence of the gorge (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). These organic-rich clays were deposited on the alluvial fans and floodplains surrounding paleo-Lake Oldupai and have been the focus of recent paleoecological, microhabitat variability studies.</p>
<p>There is evidence from plant wax biomarkers (<xref ref-type="bibr" rid="B126">Magill et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B150">Patalano, 2019</xref>) and phytoliths (<xref ref-type="bibr" rid="B16">Barboni et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B25">Blumenschine et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B12">Arr&#xe1;iz et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B104">Itambu, 2019</xref>), collected from organic rich clays directly in contact with both Tuff IC and Tuff IF, for ecologically diverse hominin microhabitats throughout the Oldupai depositional basin (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>, <xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). A combination of plant wax biomarkers and their stable carbon isotopes, phenol derivatives of lignin which distinguishes woody from herbaceous plants, fern and sedge biomarkers that demarcate wetlands, and phytoliths revealed the geographic distribution of different microhabitats across the FLK <italic>Zinj</italic> paleo-landscape (<xref ref-type="bibr" rid="B126">Magill et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B12">Arr&#xe1;iz et&#x20;al., 2017</xref>). Abrupt changes from wetland vegetation, to dense C<sub>3</sub> woody coverage, to open C<sub>4</sub> grassland were identified at meter-level scales, showing that FLK <italic>Zinj</italic> was a forest microhabitat adjacent to a wetland situated within a greater grassland catchment (<xref ref-type="bibr" rid="B126">Magill et&#x20;al., 2015</xref>). Compounded with the phytolith results, which are dominated by woody morphotypes and supported by grass, sedge, and palm types (<xref ref-type="bibr" rid="B12">Arr&#xe1;iz et&#x20;al., 2017</xref>), both datasets indicate relatively wet and wooded microhabitats across the FLK <italic>Zinj</italic> landscape, situated within a catchment dominated by arid-adapted C<sub>4</sub> species. Additionally, plant wax carbon and hydrogen isotopes and biogenic silica also show that C<sub>3</sub> plants dominated the archaeological assemblage at FLK N (<xref ref-type="bibr" rid="B104">Itambu, 2019</xref>; <xref ref-type="bibr" rid="B150">Patalano, 2019</xref>). Phytolith and plant wax data from the clays directly below Tuff IF indicate that at the top of Bed I, Oldupai&#x2019;s landscape was variable mosaic with areas of dense vegetation and abundant fresh water (e.g., FLK N), <italic>Typha</italic> dominated wetlands, open grassland, and ecotones (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). Interpreted as a woodland or even a true forest, the reconstructed C<sub>3</sub> environment at FLK N suggests that it may have been similar to the dense evergreen forest that now flourishes near freshwater springs percolating out of the rift escarpment on the northwestern and western shores of Lake Manyara.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Microhabitat Variability at Oldupai Gorge at &#x223c;1.8 and &#x223c;1.84&#xa0;Ma reconstructed from plant wax biomarker and phytolith analyses. <bold>(A)</bold> Data from the clays directly below &#x223c;1.8&#xa0;Ma Tuff IF (<xref ref-type="bibr" rid="B104">Itambu, 2019</xref>; <xref ref-type="bibr" rid="B150">Patalano, 2019</xref>). <bold>(B)</bold> Data from the &#x223c;1.84 FLK <italic>Zinj</italic> horizon (<xref ref-type="bibr" rid="B126">Magill et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B12">Arr&#xe1;iz et&#x20;al., 2017</xref>). Microhabitat icons are not to scale but rather represent the reconstructed plant landscape structure at given sampling locations based on plant proxies.</p>
</caption>
<graphic xlink:href="feart-09-787669-g005.tif"/>
</fig>
<p>The archaeology and paleontology of each site indicate that hominins butchered animals at FLK <italic>Zinj</italic> (<xref ref-type="bibr" rid="B112">Leakey, 1971</xref>; <xref ref-type="bibr" rid="B24">Blumenschine, 1995</xref>; <xref ref-type="bibr" rid="B65">Dominguez Rodrigo, 1997</xref>; <xref ref-type="bibr" rid="B67">Dom&#xed;nguez-Rodrigo and Barba, 2007</xref>; <xref ref-type="bibr" rid="B68">Dom&#xed;nguez-Rodrigo et&#x20;al., 2014</xref>), but processed hard-shelled nuts and fruits at FLK N (<xref ref-type="bibr" rid="B66">Dom&#xed;nguez-Rodrigo et&#x20;al., 2007a</xref>; <xref ref-type="bibr" rid="B64">Diez-Mart&#xed;n et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B72">Dom&#xed;nguez-Rodrigo et&#x20;al., 2010</xref>). Apart from the FLK <italic>Zinj</italic> Level 22 and David&#x2019;s Site (DS) (<xref ref-type="bibr" rid="B70">Dom&#xed;nguez-Rodrigo et&#x20;al., 2017a</xref>), no other Bed I site provides evidence for access and the direct consumption of animals by hominins (<xref ref-type="bibr" rid="B71">Dom&#xed;nguez-Rodrigo et&#x20;al., 2007b</xref>; <xref ref-type="bibr" rid="B69">Dom&#xed;nguez-Rodrigo et&#x20;al., 2017b</xref>). That is, all other sites seemingly involved the use of Oldowan tools for plant processing (cf. <xref ref-type="bibr" rid="B24">Blumenschine, 1995</xref>). Woody vegetation patches may have been the incentive that enticed hominins to use FLK <italic>Zinj</italic> and FLK N as focal points on the landscape to process both plant and animal foodstuffs acquired within the microhabitats that developed across Oldupai&#x2019;s&#x20;basin.</p>
</sec>
</sec>
<sec id="s6">
<title>Expanding the Microhabitat Variability Framework</title>
<p>Over the past two&#xa0;decades, spatial paleoecological analyses have allowed us to better understand the ways in which hominins adapted to microhabitat variability across space and time. Others have brought attention to the role microhabitat variability played in creating potentially resource-rich habitat types and opportunities for niche diversification and specialization amongst hominins (<xref ref-type="bibr" rid="B189">Stern, 1993</xref>; <xref ref-type="bibr" rid="B86">Foley, 1995</xref>; <xref ref-type="bibr" rid="B40">Cachel and Harris, 1998</xref>; <xref ref-type="bibr" rid="B108">King and Bailey, 2006</xref>; <xref ref-type="bibr" rid="B171">Reynolds et&#x20;al., 2015</xref>). Higher spatial resolution environmental proxy data and more-precise dating techniques (<xref ref-type="bibr" rid="B101">Herries et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B131">Martin et&#x20;al., 2021</xref>), even demonstrate the influence of microhabitat variability in shaping hominin evolutionary biology and anatomy. Although the focus has been on early <italic>Homo</italic> from around 2.0&#xa0;Ma and at Oldupai Gorge, morphological differences between <italic>P. robustus</italic> from Drimolen and Swartkrans in South Africa, which are only &#x223c;6&#xa0;km apart, represent highly resolved evidence for microevolutionary change associated with ecological variability across a short time frame and restricted geography (<xref ref-type="bibr" rid="B131">Martin et&#x20;al., 2021</xref>). Differences in mandibular morphology between specimens from each location developed as a dietary adaptation to a marginal ecological setting. That is, the slightly younger but more robust Swartkrans <italic>P. robustus</italic> exhibit a more efficient bite force, likely representing a microevolutionary change within this population due to a dietary shift toward foods that were mechanically challenging to process (<xref ref-type="bibr" rid="B187">Sponheimer et&#x20;al., 2006</xref>). This coincided with a reduction in ecological productivity following increased aridity and small-scale microhabitat reorganizations (<xref ref-type="bibr" rid="B41">Caley et&#x20;al., 2018</xref>).</p>
<p>The Oldupai case study highlights how global and regional climate, tectonic and sudden geomorphological activity, and hydrogeography all contribute to spatially variable, often ecologically diverse and environmentally complex biomes, ecoregions, habitats, and microhabitats. Based on the available evidence, the ability of the genus <italic>Homo</italic> to adapt and thrive across regions of both high and low ecological diversity, as well as within ecosystems that change drastically, was in place by at least 2.0&#xa0;Ma and likely assisted in technological developments and dispersals within and beyond Africa later in time. For instance, <italic>H. sapiens</italic>&#x2019; successful ability to innovate under decreased resource predictability was cultivated by an evolutionary history of navigating complex and diverse ecological transitions. In the Olorgesailie basin of Kenya, the onset of the eastern African Middle Stone Age (MSA) is tied to <italic>H. sapiens</italic> behavioral and technological adaptation to habitat and resource variability (<xref ref-type="bibr" rid="B159">Potts et&#x20;al., 2020</xref>). Between 400 and 320&#xa0;Ka, dynamic landscape change through space and time (triggered by geologic, climatic, and ecological factors) likely led to lower resource reliability and may have necessitated that <italic>H. sapiens</italic> adopt MSA types of stone tool technology as a hunting innovation (<xref ref-type="bibr" rid="B159">Potts et&#x20;al., 2020</xref>), specifically as distinct ecological zones developed over a distance of less than 20&#xa0;km following increases in Middle-to Late-Pleistocene aridification and environmental variability (<xref ref-type="bibr" rid="B145">Owen et&#x20;al., 2018</xref>).</p>
<p>By filling a &#x201c;generalist specialist&#x201d; niche, <italic>Homo</italic> and especially <italic>H. sapiens,</italic> excelled at adapting to environmental extremes and exploiting microhabitat variability across deserts, at high altitudes and latitudes, and within tropical rainforests, was able to successfully innovate under periods of decreased resource predictability (e.g., <xref ref-type="bibr" rid="B159">Potts et&#x20;al., 2020</xref>), and construct their own environments (e.g., <xref ref-type="bibr" rid="B194">Thompson et&#x20;al., 2021</xref>). As this ability to adapt and thrive in dynamic environments was already well-established in <italic>Homo,</italic> the addition of unique behavior like complex ecological knowledge and plant landscape modification and construction, eventually allowed <italic>H. sapiens</italic> to occupy of a wide diversity of ecological settings across the majority of the Earth&#x2019;s continents (review in <xref ref-type="bibr" rid="B172">Roberts and Stewart, 2018</xref>).</p>
<p>The microhabitat variability framework suggests that as African landscapes were impacted spatially by tectonic activity and hydrogeology, and temporally by orbital forcing and rainfall seasonality, the flexibility of <italic>Homo</italic> was likely beneficial in unstable, unpredictable, or unfamiliar environments. As tool innovation and use, specifically after 2.0&#xa0;Ma, allowed for a more generalist strategy in acquiring plant and animal food resources across diverse and rapidly changing landscapes, the adaptive versatility of <italic>Homo</italic> and the capacity to adjust to new habitat types may have helped to withstand periods of extreme climate variability throughout the Pleistocene. There are numerous hypotheses regarding climatic variability driving hominin evolution and the eventual appearance and dispersal of our species (<xref ref-type="table" rid="T3">Table&#x20;3</xref>). However, there has been less consideration of ecological variability across space, largely due to sampling and methodological issues (also <xref ref-type="bibr" rid="B77">Faith et&#x20;al., 2021</xref>). With new, transdisciplinary approaches toward reconstructing hominin environments directly on-site and across archaeological and geological horizons, we can address and test the following research questions:<list list-type="simple">
<list-item>
<p>&#x2022; Did Pliocene and Pleistocene hominins rely on oases of woodland/forest habitats within wider grassland ecoregions? If so, to what extent and for what purpose (e.g., protection, food)?</p>
</list-item>
<list-item>
<p>&#x2022; Did dispersals of hominins simply occur when larger ecoregions expanded (e.g., &#x201c;savannah&#x201d; corridors (<xref ref-type="bibr" rid="B61">Dennell and Roebroeks, 2005</xref>))?</p>
</list-item>
<list-item>
<p>&#x2022; On the other hand, did geographic ecological variability always play a role in hominin dispersals first across Africa and then beyond?</p>
</list-item>
<list-item>
<p>&#x2022; How can we better factor the microhabitat variability framework into paleoclimatic, paleoenvironmental, and evolutionary models? That is, can we go beyond the natural selection and speciation models that use distal proxy records to compare climate windows to biome and ecoregion changes and the ensuing influence on genetic variability and human evolution?</p>
</list-item>
</list>
</p>
<p>To tackle these questions, future research designs should consider correlating and sampling terrestrial sediments from archaeological and geological horizons to collect and analyze such environmental proxies as outlined in <xref ref-type="table" rid="T2">Table&#x20;2</xref>. This would involve identifying geologic strata and their geographic extent, collecting sediments from correlated deposits, testing organic preservation, and then paleoenvironmental reconstruction through proxy analyses. By understanding the spatial variability of environments and locations of concentrated archaeological assemblages, we can then better interpret hominin land-use patterns and activity within a regional and global climatic context to discern the ways in which <italic>Homo</italic> adapted to microhabitat variability over time and&#x20;space.</p>
</sec>
<sec sec-type="conclusion" id="s7">
<title>Conclusion</title>
<p>Microhabitat variability provides a framework within which to understand the adaptability of hominins across spatially and temporally changing, sometimes rapidly, plant landscapes. Because members of the genus <italic>Homo</italic> were already adept at exploiting diverse food-types from multiple habitats including disturbed and emerging environments by 2.0&#xa0;Ma, they successfully navigated ecosystem reorganization during pulses of climate instability throughout the Pleistocene. By incorporating paleoecological analyses for studying microhabitat variability in future paleoanthropological research, we can better interpret the evolutionary importance of climatic and non-climatic stressors and plant landscape responses to then validate or refute the habitat specific or variability hypotheses.</p>
<p>A microhabitat variability approach incorporates evidence for adaptations involving tool use, demonstrated by Oldowan hominins from Oldupai, high-resolution environmental proxy evidence for meter-scale changes in hominin landscape ecology, and field and laboratory methodologies for identifying patches of distinct plant communities that may have offered unique food resources and shelter. With research designs that focus on exploring and understanding hominin microhabitat variability, we can uncover further information relating to major adaptive morphological, technological, and cultural features that have not been fully addressed by human evolution environmental hypotheses. This approach, therefore, has the potential to significantly contribute to current interpretations of hominin evolutionary processes within an ecological framework by uncovering additional evidence for <italic>Homo</italic>&#x2019;<italic>s</italic> successful exploitation of resources under wide-ranging climate zones and ecoregions within and then beyond Africa.</p>
</sec>
</body>
<back>
<sec id="s8">
<title>Author Contributions</title>
<p>RP, EF, RH, and PR conceived the concepts presented throughout; all authors wrote and revised the manuscript.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>For financial support, we acknowledge the Canadian Social Sciences and Humanities Research Council under its Partnership Grant Program (no. 895-2016-1017 to Julio Mercader of the University of Calgary), the Explorers Club Exploration Fund Grant (to RP), the Ruggles-Gates Fund for Biological Anthropology (to RP), and the Max Planck Society.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<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>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>We thank to Dr. Julio Mercader of the University of Calgary for doctoral research financial support of R. P. and M. I. All authors would like to thank the Max Planck society for funding. We are also very grateful to Michelle O&#x2019;Reilly for her assistance in preparing figures. Additionally, we are especially thankful to Dr. Jessica Thompson and Dr. Chenglong Deng for their helpful and constructive comments and for taking the time and effort to help us improve and strengthen our manuscript, and Drs. Huw Groucutt, Amy Prendergast, and Felix Riede for organizing and editing the Extreme Events in Human Evolution: From the Pliocene to the Anthropocene special issue. For research conducted in Tanzania, we thank the Tanzanian Ministry of Natural Resources and Tourism through its Antiquities Division [14/2017/2018], the Ngorongoro Conservation Area [BE.504/620/01/53], the Tanzanian export license from the Antiquities Division [EA.150/297/01: 5/2018/2019], and the Tanzanian Executive Secretary from the Mining Commission [00001258] who authorized sample exportation.</p>
</ack>
<sec id="s12">
<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/feart.2021.787669/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2021.787669/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material>
<label>Supplementary Figure S1</label>
<caption>
<p>Stratigraphic subsections of Bed I. The expanded profile is of the FLK-N Oldowan site. Ewass Oldupa is located stratigraphically below Tuff IA and dates to 2.038&#x20;&#xb1; 0.005&#xa0;Ma (<xref ref-type="bibr" rid="B137">Mercader et&#x20;al., 2021</xref>). Stratigraphic and archeological units are not to scale except for the 3&#x20;m FLK-N profile. Dates and stratigraphy adapted from Ashley et&#x20;al., 2010; <xref ref-type="bibr" rid="B58">Deino, 2012</xref>; <xref ref-type="bibr" rid="B63">Diez-Mart&#xed;n et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B67">Dom&#xed;nguez-Rodrigo et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B99">Hay, 1976</xref>; McHenry and Stanistreet, 2018; Stanistreet,&#x20;2012.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image1.TIF" id="SM1" mimetype="application/TIF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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