<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.168900.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Innovations in Inventory Management to Improve the Profitability of Local SMEs</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 approved with reservations, 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Puican Rodr&#x00ed;guez</surname>
                        <given-names>V&#x00ed;ctor Hugo</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-7402-9576</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>TORO L&#x00d3;PEZ</surname>
                        <given-names>RITA DE JESUS</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Garc&#x00ed;a Vera</surname>
                        <given-names>Waldemar Ram&#x00f3;n</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Universidad Cesar Vallejo, Trujillo, La Libertad, Peru</aff>
                <aff id="a2">
                    <label>2</label>Universidad Cesar Vallejo, Trujillo, La Libertad, Peru</aff>
                <aff id="a3">
                    <label>3</label>Universidad Cesar Vallejo, Trujillo, La Libertad, Peru</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:vpuican@ucvvirtual.edu.pe">vpuican@ucvvirtual.edu.pe</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>2</day>
                <month>9</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
            <volume>14</volume>
            <elocation-id>853</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>13</day>
                    <month>8</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Puican Rodr&#x00ed;guez VH et al.</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/14-853/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>Efficient inventory management is critical for the financial and operational sustainability of micro and small enterprises (MSEs) in Peru, particularly in the wake of the COVID-19 crisis. In Bagua, many of these businesses lack digital systems for real-time tracking, impairing decision-making and reducing profitability. The absence of clear safety-stock policies and strategic replenishment guidelines often leads to emergency purchases at high prices and imbalances between excess and shortage of goods.</p>
                </sec>
                <sec>
                    <title>Method</title>
                    <p>This study employed a quantitative, descriptive-explanatory design. A convenience sample of 83 MSEs in Bagua yielded 200 valid responses from key participants (managers, warehouse staff, accountants, and assistants). A 21-item Likert questionnaire, validated by experts, captured perceptions of inventory control, valuation methods, record-keeping, and measurement. Data were analysed in SPSS v27 using descriptive statistics and multiple linear regression to assess the impact of these inventory practices on profitability indicators (ROA, gross margin, and ROE).</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>Descriptive analysis revealed moderate performance across all four inventory dimensions, with mean scores ranging from 2.37 to 2.62. The regression model explained 40.2 % of the variance in profitability (R
                        <sup>2</sup> = 0.402; p &lt; 0.001). Inventory measurement emerged as the strongest predictor (&#x03b2; = 0.383; p = 0.001), followed by inventory control (&#x03b2; = 0.257; p = 0.013).</p>
                </sec>
                <sec>
                    <title>Conclusion</title>
                    <p>Neither valuation methods nor record-keeping showed statistically significant effects. Accurate inventory measurement and control are key drivers of profitability for Bagua&#x2019;s MSEs. Adoption of real-time tracking technologies and revision of valuation and recording practices are recommended to enhance financial performance. Given the study&#x2019;s cross-sectional design and geographic focus, future research should employ longitudinal approaches and comparative analyses across different regions and sectors.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Inventory</kwd>
                <kwd>profitability</kwd>
                <kwd>control</kwd>
                <kwd>measurement</kwd>
                <kwd>financial efficiency.</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1">
                    <funding-source>C&#x00e9;sar Vallejo University </funding-source>
                </award-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec5" sec-type="intro">
            <title>Introduction</title>
            <p>Efficient inventory management has become an essential practice for ensuring financial and operational sustainability in micro and small enterprises (MSEs) in Peru, particularly after the crisis caused by the COVID-19 pandemic; the implementation of effective strategies for inventory control (IC) and measurement can generate tangible monetary benefits by reducing losses associated with expiration, deterioration, or theft of goods; however, a significant number of these companies lack digitalized systems that allow real-time inventory tracking, directly affecting decision-making and reducing business profitability (P) (
                <xref ref-type="bibr" rid="ref59">Vahdani &amp; Sazvar, 2022</xref>; 
                <xref ref-type="bibr" rid="ref61">Wellner &amp; Lakotta, 2020)</xref>; MSEs need to be flexible with their inventory management because demand changes quickly and is sensitive to price; however, many of them have trouble because their managers aren&#x2019;t very experienced and their shareholders aren&#x2019;t very committed; this situation hurts key performance indicators like Return on Assets (ROA) and Return on Equity (ROE) (
                <xref ref-type="bibr" rid="ref36">Li &amp; Mizuno, 2022</xref>); furthermore, the lack of safety stock policies leads to rushed acquisitions at high prices, increasing the final product cost and significantly reducing sales (
                <xref ref-type="bibr" rid="ref30">Johnston et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref52">Rueda et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref57">Singh et al., 2022</xref>).</p>
            <p>In Bagua, a city representative of the reality faced by many Peruvian MSEs, inventory management encounters particular challenges, such as product shortages or excesses; companies use tools like the &#x201c;Q-mode&#x201d; method, which constantly monitors inventory levels, although it does not provide clear guidelines on the optimal quantity and timing for restocking goods, requiring more strategic relationships with suppliers (
                <xref ref-type="bibr" rid="ref11">Carazas et al., 2019</xref>); additionally, deficiencies in planning hinder the ability to effectively forecast demand, directly impacting operational expenses, delivery times, and perceived quality key factors determining business profitability (
                <xref ref-type="bibr" rid="ref31">Jurado et al., 2021</xref>; 
                <xref ref-type="bibr" rid="ref62">Wilson et al., 2022</xref>; 
                <xref ref-type="bibr" rid="ref63">Wilson, 2023</xref>).</p>
            <p>This research aims to determine the impact that inventory control and measurement have on the profitability of micro, small, and medium-sized enterprises (MSEs) in Bagua, Peru; the primary objective of this study is to determine how various methods of valuing inventory (including first-in, first-out (FIFO), last-in, first-out (LIFO), and average cost), as well as maintaining accurate records of inventory and maintaining strict control, have an effect on important measures of profitability such as return on assets (ROA), gross margin (GM), and return on equity (ROE).</p>
            <p>The objective was to explore the impact of inventory control, inventory valuation methods, inventory control recording, and inventory measurement on the profitability of MSEs in Bagua, Peru. To describe the multidimensional statistical characterization of internal control and its impact on key profitability indicators of MSEs in Bagua, Peru.</p>
            <p>The most important thing this paper does is show how inventory management directly affects a business&#x2019;s ability to make money in a certain area and type of business; it also adds to the body of knowledge about how to run a small business&#x2019;s finances and operations better, and it gives them suggestions on how to make their results much better.</p>
            <sec id="sec6">
                <title>Literature review</title>
                <p>Several studies have highlighted the significance of effective inventory management in significantly increasing company profitability, especially for SMEs; effective inventory management significantly affects financial performance, operational profit margin, and net income in various production sectors; the key is to maintain an appropriate inventory level to prevent shortages and overstocking (
                    <xref ref-type="bibr" rid="ref1">Ahmad et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref4">Anisere &amp; Bodunde, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref58">Sultan, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref22">Gamariel &amp; Annet, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref24">Golas, 2020</xref>).</p>
                <p>Mathematically simple models such as the Economic Order Quantity (EOQ) are frequently employed to determine optimal stock levels and reduce operational costs associated with purchasing, warehousing, and stockouts (
                    <xref ref-type="bibr" rid="ref10">&#x00c7;al&#x0131;&#x015f;kan, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref15">Condeixa et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref45">Nobil et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref5">Ayatollahi &amp; Jafari, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref37">Liao et al., 2019</xref>); on the other hand, the Wilson model takes into account volume discounts and variable storage costs, adding a temporal dimension, which makes it more flexible in response to changing and unpredictable demand environments (
                    <xref ref-type="bibr" rid="ref53">Samadi et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref32">Kazemi et al., 2018</xref>; 
                    <xref ref-type="bibr" rid="ref64">Wray et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref56">Shepherd et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref38">Liu et al., 2020</xref>).</p>
                <p>
Despite queuing theory&#x2019;s original intent, researchers have found ways to apply it to inventory management. This has led to improvements in replenishment times and shorter lead times (
                    <xref ref-type="bibr" rid="ref2">Ahmed et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref65">Wu et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref47">Petrovic et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref3">Ala et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref50">Qandeel et al., 2023</xref>); integrated inventory management, which includes accurate valuation methods, comprehensive controls, and regular measurements using key performance indicators (KPIs), improves operational visibility, optimizes space utilization, and reduces costs (
                    <xref ref-type="bibr" rid="ref14">Chunxia &amp; Shunfu, 2018</xref>; 
                    <xref ref-type="bibr" rid="ref12">Chen &amp; Kong, 2019</xref>); finally, from a business lifecycle and Porter&#x2019;s five competitive forces point of view, MSEs can clearly see their competitive landscape and change their inventory strategies to make the most money, which gives them advantages like being different and running their businesses more efficiently (
                    <xref ref-type="bibr" rid="ref48">Pizzan et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref28">Jer&#x00f3;nimo et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref44">Nirmala et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref7">Becerra et al., 2022</xref>); similarly, the sustainable growth model provides a framework for balancing growth and profitability, making decisions that ensure long-term financial stability (
                    <xref ref-type="bibr" rid="ref19">Epizitone &amp; Nxumalo, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref18">Drakaki &amp; Tzionas, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref46">Nozari et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref23">Gammelli et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref49">Preil &amp; Krapp, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref60">Walt &amp; Bean, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref42">Moncayo &amp; Tarrillo, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref66">Zhou, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref29">Jiang et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref33">Khuong &amp; Anh, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref17">Dias et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref6">Baxter, 2019</xref>; 
                    <xref ref-type="bibr" rid="ref40">Maartens &amp; Hutmacher, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref20">Fernandez et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref13">Chien-Chiang et al., 2023</xref>; 
                    <xref ref-type="bibr" rid="ref26">Henderson &amp; Loreau, 2023</xref>; 
                    <xref ref-type="bibr" rid="ref27">Hu &amp; Liu, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref25">Harbiankova &amp; Scherbina, 2021</xref>; 
                    <xref ref-type="bibr" rid="ref35">Lan et al., 2019</xref>; 
                    <xref ref-type="bibr" rid="ref16">Copeland &amp; Weston, 1988</xref>; 
                    <xref ref-type="bibr" rid="ref48">Pissan et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref39">Luna et al., 2021</xref>; 
                    <xref ref-type="bibr" rid="ref43">Mundt et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref41">Merino et al., 2021</xref>; 
                    <xref ref-type="bibr" rid="ref55">Setianto et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref8">Belloso et al., 2021</xref>; 
                    <xref ref-type="bibr" rid="ref9">Caiza et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref42">Moncayo &amp; Tarrillo, 2020</xref>; 
                    <xref ref-type="bibr" rid="ref51">Ram&#x00f3;n &amp; Ba&#x00f1;&#x00f3;n, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref54">S&#x00e1;nchez et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref34">Kogan et al., 2022</xref>; 
                    <xref ref-type="bibr" rid="ref21">Flores, 2019</xref>).</p>
            </sec>
        </sec>
        <sec id="sec7" sec-type="methods">
            <title>Methods</title>
            <sec id="sec8">
                <title>Focus, design and type of research</title>
                <p>This research follows a quantitative approach, complemented by a descriptive-explanatory design, directly aligned with the established objectives; the use of this approach allowed for the systematization and statistical analysis of the data, facilitating the generation of generalizable and verifiable results through hypothesis testing; additionally, the study did not limit itself to merely describing phenomena but also measured and analysed the causal relationships between the different variables and dimensions involved; as an applied study, the results provided direct practical implications, offering valuable information for more informed decision-making regarding inventory management and its impact on profitability.</p>
            </sec>
            <sec id="sec9">
                <title>Study population and sample</title>
                <p>A total of 83 MSEs in the city of Bagua were contacted, resulting in the inclusion of 415 individuals, as five key members from each MSE were considered: the manager, warehouse staff, general accountant, and accounting assistants; consent from the managers was sought for participation in the questionnaires designed for the research; these companies represented various sectors, including hardware stores, multipurpose services, and construction companies; using the finite proportion formula, the final sample consisted of 200 individuals, representing 40 microenterprises, with participants holding roles such as managers, warehouse supervisors, accountants, and accounting assistants.</p>
            </sec>
            <sec id="sec10">
                <title>Sampling, inclusion and exclusion criteria for the study</title>
                <p>A non-probability convenience sampling method was employed, selecting the most accessible MSEs for the researchers; inclusion criteria for selecting MSEs included: voluntary participation, registration as active businesses, up-to-date payments in accordance with the Unique The study required MSEs to be registered with the Taxpayer Registry and to have a minimum of five active employees; the study excluded MSEs that failed to meet these criteria or couldn&#x2019;t commit the required time.</p>
            </sec>
            <sec id="sec11">
                <title>Data collection technique and instrument</title>
                <p>Prior to the final application of the questionnaire, a pilot test was conducted with a reduced sample to evaluate the reliability of the items using Cronbach&#x2019;s alpha coefficient; this test allowed for the adjustment and refinement of the questionnaire items to ensure they were clear and consistent, ensuring the quality and reliability of the data collected; the second section of the questionnaire explained the scales used for data collection, such as the Likert scale, which offered five response options: &#x201c;Never&#x201d; (scored as 1), &#x201c;Rarely&#x201d; (2), &#x201c;Sometimes&#x201d; (3), &#x201c;Almost always&#x201d; (4), and &#x201c;Always&#x201d; (5); the third section measured participants&#x2019; perceptions and attitudes regarding the central theme of the study through Likert scales and multiple-choice questions; finally, the fourth section included items aimed at gathering information about participants&#x2019; experiences and behaviour&#x2019;s related to the investigated phenomenon.</p>
            </sec>
            <sec id="sec12">
                <title>Validation of the instrument and statistical methods used</title>
                <p>The questionnaire, consisting of 21 items, was previously validated by three experts holding master&#x2019;s and doctoral degrees; after validation, the collected data were organized in an Excel spreadsheet and transferred to SPSS 27 for statistical analysis; the first two specific objectives were addressed using descriptive statistical methods to examine the levels of the respective variables and dimensions; subsequently, inferential statistical analysis was applied to determine whether the data were parametric or non-parametric, which was crucial for hypothesis testing and analysing the relationships between variables.</p>
            </sec>
        </sec>
        <sec id="sec13" sec-type="results|discussion">
            <title>Results and discussion</title>
            <sec id="sec14">
                <title>Results</title>
                <p>
                    <xref ref-type="table" rid="T1">
Table 1</xref> shows a summary of the different types of statistics that describe inventory management and how it directly affects key indicators of MSEs&#x2019; profitability in Bagua; a moderate performance is observed across all evaluated dimensions, with inventory measurement showing the highest mean value (2.62); this finding suggests that inventory measurement is prioritized by firms in their operational practices; the negative skewness across variables indicates a trend toward higher self-assessed performance ratings, especially in inventory measurement; in important areas related to profitability, the mean scores for all variables fall between 2.37 and 2.62, indicating generally moderate performance; additionally, the median value of 3 further supports the assertion that the majority of firms achieve acceptable performance levels; the negative skewness values, which are most noticeable in Return on Assets (ROA: -0.947) and Gross Margin (-1.007), suggest that while many firms report pretty good performance, a smaller group with worse performance may be changing the overall mean.</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Multidimensional statistical characterization of inventory management and profitability indicators.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="2" rowspan="1" valign="top">Variables</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">IC</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">IVM</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">ICR</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">IM</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">P</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">ROA</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">GM</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
ROE</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="2" valign="top">N</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Valid</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">200</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Lost</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Mean</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,37</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,40</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,50</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,62</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,44</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,49</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,55</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,54</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Median</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,00</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,50</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3,00</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3,00</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2,50</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3,00</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3,00</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3,00</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Mode</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Standard deviation</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,619</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,672</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,665</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,647</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,599</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,665</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,608</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,625</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Variance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,384</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,451</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,442</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,419</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,359</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,442</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,369</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,390</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Skewness</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,434</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,665</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,965</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-1,448</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,565</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,947</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-1,007</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-1,027</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Standard</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,172</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,172</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,172</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,172</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,172</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,172</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,172</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,172</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Kurtosis</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,650</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,633</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,228</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,833</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,594</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">-,257</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,003</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,001</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Standard error of Skewness</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,342</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,342</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,342</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,342</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,342</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,342</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,342</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">,342</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Rango</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Minimum</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="2" rowspan="1" valign="top">Maximum</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Note: Data obtained from SPSS V27.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>The variables in 
                    <xref ref-type="table" rid="T2">Table 2</xref> related to inventory management explain about 39% of the differences in how profitable Bagua&#x2019;s MSEs are; this is shown by an R-squared value of 0.402 and a significant correlation coefficient (R = 0.634, p &lt; 0.001); inventory measurement emerges as the variable with the most substantial positive effect on profitability, displaying a standardized beta coefficient of 0.383 (p = 0.001); inventory control also significantly contributes to profitability, albeit to a lesser extent (Beta = 0.257, p = 0.013); conversely, inventory valuation methods and control records were statistically insignificant, suggesting limited direct influence on profitability within this context.</p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Regression model summary, ANOVA, and standardized coefficients.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Variables</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Summary of the model</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
ANOVA</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">R</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.634</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">R
                                    <sup>2</sup>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.402</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Adjusted R
                                    <sup>2</sup>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.390</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Standard Error of Estimation</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.468</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Change in F</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">32.805</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">32.805</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sig Change in F</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.001</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.001</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Durbin-Watson
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">1.525</td>
                                <td colspan="1" rowspan="1"/>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Regression</td>
                                <td colspan="1" rowspan="1"/>
                                <td align="left" colspan="1" rowspan="1" valign="top">28.718</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Residual</td>
                                <td colspan="1" rowspan="1"/>
                                <td align="left" colspan="1" rowspan="1" valign="top">42.677</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Coefficients</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Standardised coefficients Beta</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">T/Sig.</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">IC</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.257</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.497/0.013</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">IVM</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.053</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.781/0.436</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">ICR</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.037</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.436/0.663</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">IM</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">0.383</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">5.036/0.001</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>Note: Data obtained from SPSS V27.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec15">
                <title>Discussion</title>
                <p>The study shows that residuals are close to a normal distribution, which proves a key regression assumption and shows that the regression model is robust and reliable; normality in residuals ensures the precision of estimates and strengthens the credibility of findings, particularly regarding inventory management practices and their significant relationship to profitability; the regression results underscore inventory measurement as the predominant factor influencing profitability, with a standardized coefficient Beta of 0.383; this aligns with extant literature highlighting effective inventory measurement as critical for profitability enhancement, notably within manufacturing and similar sectors 
                    <xref ref-type="bibr" rid="ref1">Ahmad et al. (2022)</xref> and 
                    <xref ref-type="bibr" rid="ref22">Gamariel and Annet (2021)</xref>; additionally, inventory control also demonstrated significance (Beta = 0.257), corroborating findings from previous studies (
                    <xref ref-type="bibr" rid="ref58">Sultan, 2021</xref>) the fact that inventory valuation methods and control records don&#x2019;t have any statistical significance shows that these practices need to be carefully looked at again and maybe changed to fit Bagua&#x2019;s business environment.</p>
                <p>The empirical results underscore that inventory management variables, particularly inventory measurement, have a moderate yet meaningful impact on the profitability of Bagua&#x2019;s MSEs; these findings confirm the critical role inventory measurement and control play in enhancing operational efficiency and financial performance. This research aligns with prior empirical investigations that report a positive association between efficient inventory management and enhanced profitability 
                    <xref ref-type="bibr" rid="ref45">Nobil et al. (2023)</xref> and 
                    <xref ref-type="bibr" rid="ref64">Wray et al. (2023)</xref>; such alignment reinforces the notion that improved inventory practices consistently yield measurable financial benefits across diverse economic sectors and regions.</p>
                <p>Implementing precise inventory measurement practices could significantly enhance resource optimization and profitability within Bagua&#x2019;s MSEs; firms are encouraged to integrate advanced inventory tracking technologies to streamline processes, reduce operational expenses, and improve competitive positioning; additionally, revisiting current inventory valuation methods may further improve accuracy and profitability outcomes.</p>
                <p>This research is constrained by its cross-sectional design and geographically focused sample, potentially limiting the generalizability of findings; furthermore, the static nature of cross-sectional analysis precludes exploration of longitudinal causal relationships and profitability trends over time.</p>
                <p>Future research should adopt longitudinal designs to investigate the sustained effects of inventory management practices on MSE profitability over extended periods; comparative analyses across different regions or industrial sectors could further enrich understanding and yield more profound insights into best practices and their adaptability within varied business environments.</p>
            </sec>
        </sec>
        <sec id="sec16" sec-type="conclusions">
            <title>Conclusions</title>
            <p>This study confirms that efficient inventory management, particularly in the areas of measurement and control, is a key factor in enhancing the profitability of MSEs in Bagua; by implementing a more precise inventory control system, companies can optimize their processes, reduce costs, and improve resource allocation, leading to greater organizational and financial efficiency; the results obtained align with previous research, which also emphasizes the importance of accurate inventory measurement as a driver of profitability for small and medium-sized enterprises; however, significant gaps remain, particularly in the areas of inventory valuation methods and record-keeping, which require specific adjustments and adaptations to maximize their impact; addressing these challenges through strategic investments in staff training, the implementation of advanced technologies, and improvements in inventory management practices will enable MSEs to optimize their performance and compete more effectively in the market; in this way, businesses in Bagua and similar regions can accelerate their transition to more efficient, profitable, and competitive business management.</p>
        </sec>
        <sec id="sec17">
            <title>Ethics and consent</title>
            <p>This research was approved by the Ethics Committee of C&#x00e9;sar Vallejo University (Resolution No. 447-2023-VI-UCV of the Vice-Rectorate for Research), in accordance with the principles of the Declaration of Helsinki. All procedures complied with national and international ethical standards applicable to research involving human participants.</p>
            <p>Written informed consent was obtained from all participants before administering the questionnaire. All respondents were over 18 years of age and were fully informed about the objectives of the study, the voluntary nature of their participation, the confidentiality of their data, and the exclusive use of the information for academic and scientific purposes.</p>
        </sec>
    </body>
    <back>
        <sec id="sec22" sec-type="data-availability">
            <title>Data availability</title>
            <p>All data supporting the results of this study including the values underlying the reported means, standard deviations, and other measures; the values used to generate the figures; and the data points extracted from images for analysis are available in the Data availability the Victor Puican repository.</p>
            <sec id="sec23">
                <title>Excel data base</title>
                <p>

                    <bold>Process identifier</bold>
                </p>
                <p>

                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.23728/B2SHARE.C7BA1BDAF7B8423A8D0E467A446EB0F9">https://doi.org/10.23728/B2SHARE.C7BA1BDAF7B8423A8D0E467A446EB0F9</ext-link> (
                    <xref ref-type="bibr" rid="ref67">Rodriguez et al., 2025</xref>).</p>
                <p>

                    <bold>Additional materials and data</bold>
                </p>
                <p>The additional data used in this study, including the complete questionnaire, instrument application guide, and supplementary tables of statistical results, are publicly available in the same data repository.</p>
                <p>

                    <bold>Process identifier</bold>
                </p>
                <p>

                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.23728/B2SHARE.C7BA1BDAF7B8423A8D0E467A446EB0F9">https://doi.org/10.23728/B2SHARE.C7BA1BDAF7B8423A8D0E467A446EB0F9</ext-link> (
                    <xref ref-type="bibr" rid="ref67">Rodriguez et al., 2025</xref>).</p>
                <p>These materials allow for open replication and review of the study.</p>
                <p>The full dataset is accessible without restrictions or embargoes under a CC-BY 4.0 license.</p>
            </sec>
        </sec>
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    <sub-article article-type="reviewer-report" id="report411543">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.186120.r411543</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Quiroz-Flores</surname>
                        <given-names>Juan Carlos</given-names>
                    </name>
                    <xref ref-type="aff" rid="r411543a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-1858-4123</uri>
                </contrib>
                <aff id="r411543a1">
                    <label>1</label>Carrera de Ingenier&#x00ed;a Industrial, Universidad de Lima, Santiago de Surco, Lima, Peru</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>16</day>
                <month>9</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Quiroz-Flores JC</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport411543" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.168900.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The manuscript addresses a relevant and timely problem in the field of industrial engineering and presents findings that could be of interest to both academics and practitioners. Nevertheless, there are aspects that limit its current scientific soundness. First, the presentation of the work is only partly clear. Some sections lack precise definitions and the review of current literature is limited; expanding and updating the state of the art with more recent high-impact references would help to strengthen the context and highlight the research gap.</p>
            <p> Regarding the study design, it is partly appropriate but not fully explained. The methodological section does not provide sufficient detail on sampling criteria, operationalization of variables, or the validation of instruments, which makes replication by others difficult. Although the statistical analysis is included, its justification and interpretation are only partly appropriate; the authors should reinforce the robustness of the chosen techniques and explain why they are suitable for the research objectives.</p>
            <p> An important strength of the article is the open availability of all underlying data and supplementary materials in a public repository under a CC-BY 4.0 license. This commitment to transparency significantly increases the reproducibility and value of the work, enabling replication and secondary analysis by other researchers. However, even with data availability, the methods and analytical steps should be described more systematically in the manuscript itself to ensure clarity and replicability without external consultation.</p>
            <p> Finally, the conclusions are only partly supported by the results. While they are aligned with the stated objectives, in some cases they are presented with greater breadth than the evidence can fully sustain. A more cautious and data-driven interpretation is recommended.</p>
            <p> In summary, the article makes a potentially valuable contribution but requires improvements to achieve the necessary level of scientific rigor. Specifically, the authors should: (1) strengthen and update the literature review; (2) provide a more detailed methodological description; (3) improve the justification and clarity of the statistical analysis; and (4) refine the conclusions so that they are fully supported by the presented evidence. Addressing these points would considerably enhance the impact and credibility of the study.</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Partly</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Partly</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>No</p>
            <p>Reviewer Expertise:</p>
            <p>Industrial Engineering, Process Improvement, Lean Manufacturing, Supply Chain Management, Six Sigma, Digital Transformation, Industry 4.0, Machine Learning.</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment14607-411543">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>PUICAN RODRIGUEZ</surname>
                            <given-names>VICTOR HUGO</given-names>
                        </name>
                        <aff>Amazonas, Universidad Nacional Intercultural Fabiola Salazar Legu&#x00ed;a de Bagua, Bagua, Bagua, Peru</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No hay conflicto de intereses.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>16</day>
                    <month>9</month>
                    <year>2025</year>
                </pub-date>
            </front-stub>
            <body>
                <p>Greetings, esteemed reviewer.</p>
                <p> </p>
                <p> Thank you very much for your comments on our work, which have enabled us to improve our research.</p>
                <p> All comments have been addressed.</p>
                <p> </p>
                <p> With gratitude,</p>
                <p> </p>
                <p> Dr Victor Puican</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report411548">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.186120.r411548</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Yosephine</surname>
                        <given-names>Vina Sari</given-names>
                    </name>
                    <xref ref-type="aff" rid="r411548a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r411548a1">
                    <label>1</label>Universitas Pembangunan Nasional Veteran Jakarta, Jakarta, Special Capital Region of Jakarta, Indonesia</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>16</day>
                <month>9</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Yosephine VS</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport411548" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.168900.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>General Summary</p>
            <p> </p>
            <p> The article, 
                <italic>&#x201c;Innovations in Inventory Management to Improve the Profitability of Local SMEs,&#x201d;</italic> investigates the impact of inventory practices (control, valuation, record-keeping, and measurement) on the profitability of micro and small enterprises (MSEs) in Bagua, Peru. Using a quantitative, descriptive-explanatory design, the authors collected 200 valid responses from 83 MSEs via a 21-item Likert-scale questionnaire. Data were analyzed using descriptive statistics and multiple regression in SPSS v27, focusing on profitability indicators such as ROA, gross margin, and ROE.</p>
            <p> The results suggest that 
                <bold>inventory measurement</bold> and 
                <bold>inventory control</bold> significantly influence profitability, whereas valuation methods and record-keeping do not show significant effects. The authors conclude that improving measurement and control practices, along with adoption of digital systems, could enhance the financial performance of local SMEs.</p>
            <p> </p>
            <p> 1. Clarity</p>
            <p> The article is generally well written and follows a standard IMRAD structure. However, the writing style is sometimes descriptive and informal, especially in the introduction and discussion (&#x201c;the most important thing this paper does&#x2026;&#x201d;). The literature cited is up to date (2020&#x2013;2023) and relevant, but the review is presented more as a 
                <italic>list of studies</italic> rather than a critical synthesis. There is no clear theoretical framework or conceptual model guiding the study.</p>
            <p> </p>
            <p> 
                <bold>Suggestion:&#x00a0;</bold>
            </p>
            <p> Revise the Introduction and Literature Review to critically synthesize prior work rather than listing references.</p>
            <p> Clearly identify the research gap and justify why Bagua, Peru, provides a meaningful contribution beyond confirming prior findings.</p>
            <p> Introduce or align with an established theoretical framework (e.g., Resource-Based View, Dynamic Capabilities, or Contingency Theory) to strengthen novelty.</p>
            <p> </p>
            <p> 2. Design</p>
            <p> The quantitative survey approach is acceptable, but the use of convenience sampling weakens generalizability. The paper labels the design as &#x201c;descriptive-explanatory&#x201d; but does not justify why this is the most suitable design. Only four inventory practice dimensions are considered without clear rationale or theoretical justification.</p>
            <p> </p>
            <p> 
                <bold>Suggestion</bold>: Provide a stronger justification for the study design and selection of variables. Why were control, valuation, record-keeping, and measurement prioritized? Consider addressing common method bias and response bias, which are common risks in survey-based studies. Discuss limitations of convenience sampling more explicitly and propose how future research can address this.</p>
            <p> </p>
            <p> 3. Methodology</p>
            <p> Some methodological details are included (e.g., pilot test, Cronbach&#x2019;s alpha, validation by experts), but more transparency is needed.</p>
            <p> Tables are incomplete (Table 1 shows only mean values; regression results are summarized but lack full coefficients, p-values, and confidence intervals).</p>
            <p> </p>
            <p> 
                <bold>Suggestion</bold> 
                <list list-type="bullet">
                    <list-item>
                        <p>Expand the Methods section with more detail on: Questionnaire design and item sources, reliability and validity results (report Cronbach&#x2019;s alpha values, factor analysis results if available)., sampling logic (why 83 MSEs, how sectors were chosen).</p>
                    </list-item>
                </list> 4. Interpretation of Statistical Analysis</p>
            <p> The regression model is appropriate at a basic level and explains 40% of variance in profitability. However, the analysis is limited to simple regression. No robustness checks, mediation/moderation analysis, or multivariate modeling were attempted. Interpretation of results is shallow&#x2014;conclusions mainly restate statistical findings without linking back to theory.</p>
            <p> </p>
            <p> 
                <bold>Suggestion:</bold>&#x00a0; Report full regression output, including coefficients, SE, t-values, and significance. Consider using more advanced methods (e.g., SEM-PLS or CFA) to validate the measurement model. Deepen the discussion by linking findings to prior studies and theoretical implications, not only descriptive interpretations.</p>
            <p> </p>
            <p> </p>
            <p> 5. ConclusionThe main conclusions (measurement and control matter more than valuation and record-keeping) are supported by the data. However, broader claims about competitiveness and profitability improvement are overstated given the narrow sample and cross-sectional design.</p>
            <p> </p>
            <p> 
                <bold>Suggestion</bold>:&#x00a0; Revise the Conclusion to better align with study limitations. Emphasize that findings are 
                <italic>context-specific</italic> (Bagua SMEs) and cannot be generalized without caution.</p>
            <p> Add practical managerial implication
                <bold>s</bold> for SME managers (e.g., training, adoption of digital systems).</p>
            <p> </p>
            <p> </p>
            <p> 
                <bold>Minor Improvements</bold>: Revise language for conciseness and academic tone. Improve tables and figures (add clarity, labels, descriptive statistics).Remove informal phrasing in abstract and discussion.</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Partly</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Partly</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Yes</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Industrial Engineering, Supply Chain Management, Production Scheduling, Inventory Control, Digital Transformation in SMEs, and IoT-based Logistics Systems</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
    </sub-article>
</article>
