SPJIMR Corpus — Thematic Analysis Report

Generated: 29 May 2026, 20:41 IST Session ID: 38 Total Papers Analyzed: 33 Themes Identified: 16


1. Executive Summary

This report presents the findings of a systematic thematic analysis conducted on a corpus of 33 academic papers. Using SPECTRE2 embeddings and DBSCAN clustering, the analysis identified 16 distinct thematic clusters.

Research Methodology Distribution

Methodology Type Count Percentage
Literature Review/Survey 12 36.4%
Case Study 10 30.3%
Policy & Governance 5 15.2%
Conceptual/Theoretical 3 9.1%
Empirical Research 3 9.1%

2. Thematic Overview

# Theme Papers Cohesion Score Keywords
1 Managerial situation case studies 9 N/A
2 Citation analysis study 3 N/A
3 ResearchGate publication 3 N/A
4 Scholarly discussion analysis 3 N/A
5 Big data analytics review 2 N/A
6 Fake news research 2 N/A
7 SDGs research 2 N/A
8 ResearchGate publication 1 N/A
9 Business school department 1 N/A
10 Capital expenditure study 1 N/A
11 Global technology impact 1 N/A
12 Brand evangelism research 1 N/A
13 Higher education analysis 1 N/A
14 Meaning in life quest 1 N/A
15 1 N/A
16 Topic 15 1 N/A

3. Detailed Theme Analysis

Theme 0: Managerial situation case studies

Key Findings / Representative Excerpts:

  1. illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised certain na
  2. illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised certain na
  3. illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised certain na
  4. to illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised certain
  5. intend to illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised

Representative Papers:

Title Authors Journal Type
illustrate either effective or ineffective handling of a managerial situation. T N/A N/A Case Study
basis for class discussion. This case is not intended to serve as an endorsement N/A N/A Case Study
intend to illustrate either effective or ineffective handling of a managerial si N/A N/A Case Study
intend to illustrate either effective or ineffective handling of a managerial si N/A N/A Case Study
to illustrate either effective or ineffective handling of a managerial situation N/A N/A Case Study
illustrate either effective or ineffective handling of a managerial situation. T N/A N/A Case Study
Tulsi Jayakumar and Surya Tahora wrote this case solely to provide material for N/A N/A Case Study
Ashita Aggarwal and Rajiv Agarwal wrote this case solely to provide material for N/A N/A Case Study
illustrate either effective or ineffective handling of a managerial situation. T N/A N/A Case Study

Theme 1: Citation analysis study

Key Findings / Representative Excerpts:

  1. To cite this article: Satish Kumar, Nitesh Pandey & Arunima Haldar (2020) Twenty years of. This study aims to mark the 2
  2. To cite this article: Satish Kumar, Nitesh Pandey & Arunima Haldar (2020) Twenty years of. This study aims to mark the 2
  3. SP Jain Institute of Management and Research, Mumbai, Maharashtra, India. Despite similarities in the leadership styles

Representative Papers:

Title Authors Journal Type
To cite this article: Satish Kumar, Nitesh Pandey & Arunima Haldar (2020) Twenty N/A N/A Literature Review/Survey
To cite this article: Satish Kumar, Nitesh Pandey & Arunima Haldar (2020) Twenty N/A N/A Literature Review/Survey
SP Jain Institute of Management and Research, Mumbai, Maharashtra, India N/A N/A Literature Review/Survey

Theme 4: ResearchGate publication

Key Findings / Representative Excerpts:

  1. See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/344014637.
  2. See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/344014637.
  3. To cite this article: Shreyansh Bharani, Sheila Roy & Swapnil Tawde (2024) Green products. With the rapidly growing onli

Representative Papers:

Title Authors Journal Type
See discussions, stats, and author profiles for this publication at: https://www N/A N/A Literature Review/Survey
See discussions, stats, and author profiles for this publication at: https://www N/A N/A Literature Review/Survey
To cite this article: Shreyansh Bharani, Sheila Roy & Swapnil Tawde (2024) Green N/A N/A Policy & Governance
See discussions, stats, and author profiles for this publication at: https://www N/A N/A Conceptual/Theoretical

Theme 6: Scholarly discussion analysis

Key Findings / Representative Excerpts:

  1. Shalini Talwar , Rabia Nawaz, Juthamon Sithipolvanichgul , Bhumika Gupta , and Amandeep Dhir. point of many scholarly di
  2. Shalini Talwar , Rabia Nawaz, Juthamon Sithipolvanichgul , Bhumika Gupta , and Amandeep Dhir. point of many scholarly di
  3. Purpose – It is largely acknowledged that arbitrating the flow of knowledge can help firms strategically. Purpose – It i

Representative Papers:

Title Authors Journal Type
Purpose – It is largely acknowledged that arbitrating the flow of knowledge can N/A N/A Empirical Research
Shalini Talwar , Rabia Nawaz, Juthamon Sithipolvanichgul , Bhumika Gupta , and A N/A N/A Literature Review/Survey
Shalini Talwar , Rabia Nawaz, Juthamon Sithipolvanichgul , Bhumika Gupta , and A N/A N/A Literature Review/Survey

Theme 2: Big data analytics review

Key Findings / Representative Excerpts:

  1. Indian Institute of Management Jammu, Jammu, Jammu and Kashmir, India. Acknowledging the global relevance of controlling
  2. Big data analytics and e-governance: Actors, opportunities, tensions,. We present a systematic review of peer-reviewed a

Representative Papers:

Title Authors Journal Type
Big data analytics and e-governance: Actors, opportunities, tensions, N/A N/A Policy & Governance
Indian Institute of Management Jammu, Jammu, Jammu and Kashmir, India N/A N/A Policy & Governance

Theme 3: Fake news research

Key Findings / Representative Excerpts:

  1. Purpose – Fake News, a disruptive force in the information world, has been extensively researched across. Purpose – Fake
  2. Purpose – Fake News, a disruptive force in the information world, has been extensively researched across. Purpose – Fake

Representative Papers:

Title Authors Journal Type
Purpose – Fake News, a disruptive force in the information world, has been exten N/A N/A Literature Review/Survey
Purpose – Fake News, a disruptive force in the information world, has been exten N/A N/A Literature Review/Survey

Theme 13: SDGs research

Key Findings / Representative Excerpts:

  1. Shalini Talwar , Amandeep Dhir , Arun Thirumalesh Madanaguli , and Peter Ractham. sustainable development goals (SDGs) a
  2. Shalini Talwar , Amandeep Dhir , Arun Thirumalesh Madanaguli , and Peter Ractham. sustainable development goals (SDGs) a

Representative Papers:

Title Authors Journal Type
Shalini Talwar , Amandeep Dhir , Arun Thirumalesh Madanaguli , and Peter Ractham N/A N/A Policy & Governance
Shalini Talwar , Amandeep Dhir , Arun Thirumalesh Madanaguli , and Peter Ractham N/A N/A Policy & Governance

Theme 5: ResearchGate publication

Key Findings / Representative Excerpts:

  1. See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/375667040.

Representative Papers:

Title Authors Journal Type
See discussions, stats, and author profiles for this publication at: https://www N/A N/A Literature Review/Survey
See discussions, stats, and author profiles for this publication at: https://www N/A N/A Literature Review/Survey
To cite this article: Shreyansh Bharani, Sheila Roy & Swapnil Tawde (2024) Green N/A N/A Policy & Governance
See discussions, stats, and author profiles for this publication at: https://www N/A N/A Conceptual/Theoretical

Theme 7: Business school department

Key Findings / Representative Excerpts:

  1. a American University, Kogod School of Business, Department of Finance and Real Estate, 4400 Massachusetts Avenue, NW, W

Representative Papers:

Title Authors Journal Type
a American University, Kogod School of Business, Department of Finance and Real N/A N/A Literature Review/Survey

Theme 8: Capital expenditure study

Key Findings / Representative Excerpts:

  1. Irfan Rashid Ganie1  · Tahir Ahmad Wani1  · Arunima Haldar2. This study examines the effects of Capital Expenditure (CAP

Representative Papers:

Title Authors Journal Type
Irfan Rashid Ganie1  · Tahir Ahmad Wani1  · Arunima Haldar2 N/A N/A Empirical Research

Theme 9: Global technology impact

Key Findings / Representative Excerpts:

  1. In today’s globalized scenario, where advancements in technologies have facilitated people to connect,. In today’s globa

Representative Papers:

Title Authors Journal Type
In today’s globalized scenario, where advancements in technologies have facilita N/A N/A Conceptual/Theoretical

Theme 10: Brand evangelism research

Key Findings / Representative Excerpts:

  1. To cite this article: Purvendu Sharma & Kapil Khandeparkar (2025) Understanding brand. Brand evangelism (BE) involves no

Representative Papers:

Title Authors Journal Type
To cite this article: Purvendu Sharma & Kapil Khandeparkar (2025) Understanding N/A N/A Conceptual/Theoretical

Theme 11: Higher education analysis

Key Findings / Representative Excerpts:

  1. To cite this article: Sapna Popli, Sumanjit Dass, Ashita Aggarwal & Antara Chakraborty (2023) A. Higher education has wi

Representative Papers:

Title Authors Journal Type
To cite this article: Sapna Popli, Sumanjit Dass, Ashita Aggarwal & Antara Chakr N/A N/A Empirical Research

Theme 12: Meaning in life quest

Key Findings / Representative Excerpts:

  1. Surabhi Jain 1 | Ranjan Banerjee 2 | Ruppal Walia Sharma 1. The quest for finding meaning in life is central to human ex

Representative Papers:

Title Authors Journal Type
Surabhi Jain 1 Ranjan Banerjee 2 Ruppal Walia Sharma 1 N/A

Theme 14:

Key Findings / Representative Excerpts:

  1. Department of Marketing, S P Jain Institute of Management and Research,. Purpose – This study aims to conduct a systemat

Representative Papers:

Title Authors Journal Type
Department of Marketing, S P Jain Institute of Management and Research, N/A N/A Literature Review/Survey

Theme 15: Topic 15

Key Findings / Representative Excerpts:

  1. A free-to-view version of this content is available by clicking on this link, which. This case illustrates the challenge

Representative Papers:

Title Authors Journal Type
A free-to-view version of this content is available by clicking on this link, wh N/A N/A Case Study

4. Research Gaps & Future Directions

Sparse Themes (Under-researched Areas)

These themes have fewer than 4 papers, indicating potential research gaps:


Appendix: Full Paper List

# Title Theme Type Citations
1 Department of Marketing, S P Jain Institute of Management and Research Literature Review/Survey 0
2 Big data analytics and e-governance: Actors, opportunities, tensions, Big data analytics review Policy & Governance 0
3 Indian Institute of Management Jammu, Jammu, Jammu and Kashmir, India Big data analytics review Policy & Governance 0
4 To cite this article: Purvendu Sharma & Kapil Khandeparkar (2025) Unde Brand evangelism research Conceptual/Theoretical 0
5 a American University, Kogod School of Business, Department of Finance Business school department Literature Review/Survey 0
6 Irfan Rashid Ganie1  · Tahir Ahmad Wani1  · Arunima Haldar2 Capital expenditure study Empirical Research 0
7 To cite this article: Satish Kumar, Nitesh Pandey & Arunima Haldar (20 Citation analysis study Literature Review/Survey 0
8 To cite this article: Satish Kumar, Nitesh Pandey & Arunima Haldar (20 Citation analysis study Literature Review/Survey 0
9 SP Jain Institute of Management and Research, Mumbai, Maharashtra, Ind Citation analysis study Literature Review/Survey 0
10 Purpose – Fake News, a disruptive force in the information world, has Fake news research Literature Review/Survey 0
11 Purpose – Fake News, a disruptive force in the information world, has Fake news research Literature Review/Survey 0
12 In today’s globalized scenario, where advancements in technologies hav Global technology impact Conceptual/Theoretical 0
13 To cite this article: Sapna Popli, Sumanjit Dass, Ashita Aggarwal & An Higher education analysis Empirical Research 0
14 illustrate either effective or ineffective handling of a managerial si Managerial situation case studies Case Study 0
15 basis for class discussion. This case is not intended to serve as an e Managerial situation case studies Case Study 0
16 intend to illustrate either effective or ineffective handling of a man Managerial situation case studies Case Study 0
17 intend to illustrate either effective or ineffective handling of a man Managerial situation case studies Case Study 0
18 to illustrate either effective or ineffective handling of a managerial Managerial situation case studies Case Study 0
19 illustrate either effective or ineffective handling of a managerial si Managerial situation case studies Case Study 0
20 Tulsi Jayakumar and Surya Tahora wrote this case solely to provide mat Managerial situation case studies Case Study 0
21 Ashita Aggarwal and Rajiv Agarwal wrote this case solely to provide ma Managerial situation case studies Case Study 0
22 illustrate either effective or ineffective handling of a managerial si Managerial situation case studies Case Study 0
23 Surabhi Jain 1 Ranjan Banerjee 2 Ruppal Walia Sharma 1 Meaning in life quest
24 See discussions, stats, and author profiles for this publication at: h ResearchGate publication Literature Review/Survey 0
25 See discussions, stats, and author profiles for this publication at: h ResearchGate publication Literature Review/Survey 0
26 To cite this article: Shreyansh Bharani, Sheila Roy & Swapnil Tawde (2 ResearchGate publication Policy & Governance 0
27 See discussions, stats, and author profiles for this publication at: h ResearchGate publication Conceptual/Theoretical 0
28 Shalini Talwar , Amandeep Dhir , Arun Thirumalesh Madanaguli , and Pet SDGs research Policy & Governance 0
29 Shalini Talwar , Amandeep Dhir , Arun Thirumalesh Madanaguli , and Pet SDGs research Policy & Governance 0
30 Purpose – It is largely acknowledged that arbitrating the flow of know Scholarly discussion analysis Empirical Research 0
31 Shalini Talwar , Rabia Nawaz, Juthamon Sithipolvanichgul , Bhumika Gup Scholarly discussion analysis Literature Review/Survey 0
32 Shalini Talwar , Rabia Nawaz, Juthamon Sithipolvanichgul , Bhumika Gup Scholarly discussion analysis Literature Review/Survey 0
33 A free-to-view version of this content is available by clicking on thi Topic 15 Case Study 0

Report generated by SPJIMR Corpus Analysis Pipeline — 2026-05-29 20:41