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
- Papers in cluster: 9
Key Findings / Representative Excerpts:
- illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised certain na
- illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised certain na
- illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised certain na
- to illustrate either effective or ineffective handling of a managerial situation. The authors may have disguised certain
- 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
- Papers in cluster: 3
Key Findings / Representative Excerpts:
- To cite this article: Satish Kumar, Nitesh Pandey & Arunima Haldar (2020) Twenty years of. This study aims to mark the 2
- To cite this article: Satish Kumar, Nitesh Pandey & Arunima Haldar (2020) Twenty years of. This study aims to mark the 2
- 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
- Papers in cluster: 3
Key Findings / Representative Excerpts:
- See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/344014637.
- See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/344014637.
- 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
- Papers in cluster: 3
Key Findings / Representative Excerpts:
- Shalini Talwar , Rabia Nawaz, Juthamon Sithipolvanichgul , Bhumika Gupta , and Amandeep Dhir. point of many scholarly di
- Shalini Talwar , Rabia Nawaz, Juthamon Sithipolvanichgul , Bhumika Gupta , and Amandeep Dhir. point of many scholarly di
- 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
- Papers in cluster: 2
Key Findings / Representative Excerpts:
- Indian Institute of Management Jammu, Jammu, Jammu and Kashmir, India. Acknowledging the global relevance of controlling
- 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
- Papers in cluster: 2
Key Findings / Representative Excerpts:
- Purpose – Fake News, a disruptive force in the information world, has been extensively researched across. Purpose – Fake
- 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
- Papers in cluster: 2
Key Findings / Representative Excerpts:
- Shalini Talwar , Amandeep Dhir , Arun Thirumalesh Madanaguli , and Peter Ractham. sustainable development goals (SDGs) a
- 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
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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:
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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
- Papers in cluster: 1
Key Findings / Representative Excerpts:
- 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:
- Citation analysis study — only 3 paper(s)
- Big data analytics review — only 2 paper(s)
- Fake news research — only 2 paper(s)
- ResearchGate publication — only 3 paper(s)
- ResearchGate publication — only 1 paper(s)
- Scholarly discussion analysis — only 3 paper(s)
- Business school department — only 1 paper(s)
- Capital expenditure study — only 1 paper(s)
- Global technology impact — only 1 paper(s)
- Brand evangelism research — only 1 paper(s)
- Higher education analysis — only 1 paper(s)
- Meaning in life quest — only 1 paper(s)
- SDGs research — only 2 paper(s)
- **** — only 1 paper(s)
- Topic 15 — only 1 paper(s)
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