Efficiency analysis of elementary education development in an eastern state of India: a two-stage DEA approach

Odisha exhibits notable disparities in educational access and outcomes across various districts, including both KBK and non-KBK regions. It is crucial to assess how efficiently the study area utilises educational resources and influences policy development to close regional gaps in school performance. Therefore, to achieve this aim, the present study analyses elementary education in Odisha, focusing on dropout rates, gender disparities, and regional differences from 2008-09 to 2021-22. To estimate efficiency, the Directional Distance Function (DDF), conventional Data Envelopment Analysis (DEA) methods, and second-stage Tobit regression have been employed to capture efficiency over time. Therefore, the study’s findings reveal marked disparities between KBK and non-KBK districts, as well as between scheduled and non-scheduled regions. While most districts are relatively efficient, the KBK districts have an average efficiency of 0.958 compared to non-KBK districts with an average efficiency of 0.85. Additionally, the dropout rate in KBK is 5 per cent, while in non-KBK areas, it is 7 per cent, because dropout has been treated as an undesirable factor. Later, Tobit estimates that on-the-job training for teachers, teacher qualifications, and the representation of SC/ST teachers have significantly enhanced efficiency. Therefore, these results offer valuable insights for policymakers to address the distinct challenges faced by tribal communities in scheduled areas, encouraging policies that foster inclusivity and equitable education.

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Journal
Humanities and Social Sciences Communications
Published
2026-02-04
DOI
https://doi.org/10.1057/s41599-026-06558-9
Primary Topic
Efficiency Analysis Using DEA
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article
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article

Efficiency analysis of elementary education development in an eastern state of India: a two-stage DEA approach

Mandeep Bhardwaj, Pushp Kumar, Rukmani Mahala, Sukhpal Singh
Humanities and Social Sciences Communications
Efficiency Analysis Using DEA
article

Efficiency analysis of elementary education development in an eastern state of India: a two-stage DEA approach

Mandeep Bhardwaj, Pushp Kumar, Rukmani Mahala, Sukhpal Singh
article en

Abstract

Odisha exhibits notable disparities in educational access and outcomes across various districts, including both KBK and non-KBK regions. It is crucial to assess how efficiently the study area utilises educational resources and influences policy development to close regional gaps in school performance. Therefore, to achieve this aim, the present study analyses elementary education in Odisha, focusing on dropout rates, gender disparities, and regional differences from 2008-09 to 2021-22. To estimate efficiency, the Directional Distance Function (DDF), conventional Data Envelopment Analysis (DEA) methods, and second-stage Tobit regression have been employed to capture efficiency over time. Therefore, the study’s findings reveal marked disparities between KBK and non-KBK districts, as well as between scheduled and non-scheduled regions. While most districts are relatively efficient, the KBK districts have an average efficiency of 0.958 compared to non-KBK districts with an average efficiency of 0.85. Additionally, the dropout rate in KBK is 5 per cent, while in non-KBK areas, it is 7 per cent, because dropout has been treated as an undesirable factor. Later, Tobit estimates that on-the-job training for teachers, teacher qualifications, and the representation of SC/ST teachers have significantly enhanced efficiency. Therefore, these results offer valuable insights for policymakers to address the distinct challenges faced by tribal communities in scheduled areas, encouraging policies that foster inclusivity and equitable education.

Humanities and Social Sciences CommunicationsVol. 13(1)
Lovely Professional University (IN), Indian Institute of Technology Roorkee (IN), Manipal University Jaipur
Gender equality
Openalex Percentile: Top 70%
Efficiency Analysis Using DEA
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Efficiency analysis of elementary education development in an eastern state of India: a two-stage DEA approach — Mandeep Bhardwaj, Pushp Kumar, et al. · Humanities and Social Sciences Communications (2026) | TGRS Research Map | TGRS