<?xml version="1.0" encoding="UTF-8"?><article>
  <title>Success determinants of knowledge gain in quality seed production using logistic regression analysis</title>

      <doi>https://doi.org/10.21276/AATCCReview.2025.13.01.412</doi>
  
  <authors>
      </authors>

      <abstract><![CDATA[<p>Seed production is a critical practice for ensuring the self sufficiency of good quality seeds to the farming<br />
community, thereby to the nation. This study examined farmers’ overall knowledge of rice seed<br />
productions and its success determinants using data collected from 180 rice seed producers across all the<br />
three zones of Telangana state. The empirical analysis, based on binary logistic regression, identified the<br />
success determinants of knowledge gain in rice seed production. The findings revealed that perceived<br />
market orientation, mass media utilization, extension contact, and risk orientation were driving factors to<br />
gain the knowledge on quality seed production in rice. However, majority of the farmers reported lacking<br />
updates on seed supply under the programme. Limited technology choices and inablility to sell their<br />
produced seed as seed in the market, leading them to sell it as grain for immediate cash flow for next crop<br />
season. Furthermore, farmers indicated that absence of buy-back system for seed at farmer level in the<br />
study area. Farmer-to-farmer selling of seed is hardly possible due to lack of trustworthiness among<br />
farmers in study area. Thus, from a policy perspective, the findings suggest a shift toward demand-driven<br />
extension services,rather than the existing supply driven approach, sucha drift would likelt enhance<br />
Farmers’ satisfaction increase their involvment in seed production programmes, and utilmately improve<br />
the knowledge of seed production techniques. To address the key challenges of the study such as limited<br />
market access, lack of trust, and inadequate extension services, the study contributed by suggesting that<br />
strengthening market orientation, fostering trust among farmers, and implementing demand-driven<br />
extension services can enhance seed production knowledge, promoting long-term sustainability and self-<br />
sufficiency.</p>
]]></abstract>
  
  <body><![CDATA[<div class="aatcc-article-container"><div class="aatcc-category-label">Original Research Article</div><div class="aatcc-meta-box"><div class="aatcc-doi-wrap">
            <a class="aatcc-doi-btn" href="https://doi.org/10.21276/AATCCReview.2025.13.01.412" target="_blank">https://doi.org/10.21276/AATCCReview.2025.13.01.412</a>
        </div><div class="aatcc-abstract-section">
                <h3>Abstract</h3>
                <div class="aatcc-abstract-text"><p>Seed production is a critical practice for ensuring the self sufficiency of good quality seeds to the farming<br />
community, thereby to the nation. This study examined farmers’ overall knowledge of rice seed<br />
productions and its success determinants using data collected from 180 rice seed producers across all the<br />
three zones of Telangana state. The empirical analysis, based on binary logistic regression, identified the<br />
success determinants of knowledge gain in rice seed production. The findings revealed that perceived<br />
market orientation, mass media utilization, extension contact, and risk orientation were driving factors to<br />
gain the knowledge on quality seed production in rice. However, majority of the farmers reported lacking<br />
updates on seed supply under the programme. Limited technology choices and inablility to sell their<br />
produced seed as seed in the market, leading them to sell it as grain for immediate cash flow for next crop<br />
season. Furthermore, farmers indicated that absence of buy-back system for seed at farmer level in the<br />
study area. Farmer-to-farmer selling of seed is hardly possible due to lack of trustworthiness among<br />
farmers in study area. Thus, from a policy perspective, the findings suggest a shift toward demand-driven<br />
extension services,rather than the existing supply driven approach, sucha drift would likelt enhance<br />
Farmers’ satisfaction increase their involvment in seed production programmes, and utilmately improve<br />
the knowledge of seed production techniques. To address the key challenges of the study such as limited<br />
market access, lack of trust, and inadequate extension services, the study contributed by suggesting that<br />
strengthening market orientation, fostering trust among farmers, and implementing demand-driven<br />
extension services can enhance seed production knowledge, promoting long-term sustainability and self-<br />
sufficiency.</p>
</div>
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            <a class="aatcc-pdf-btn" href="https://aatcc.peerjournals.net/wp-content/uploads/2025/05/Success-determinants-of-knowledge-gain-in-quality-seed-production-using-logistic-regression-analysis.pdf" target="_blank">View / Download PDF</a>
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