SPJIMR Corpus — Thematic Analysis Report

Generated: 29 May 2026, 20:41 IST Session ID: 35 Total Papers Analyzed: 68 Themes Identified: 17

1. Executive Summary

This report presents the findings of a systematic thematic analysis conducted on a corpus of 68 academic papers. Using SPECTRE2 embeddings and DBSCAN clustering, the analysis identified 17 distinct thematic clusters.

Research Methodology Distribution

2. Thematic Overview

3. Detailed Theme Analysis

Theme 1: Digital social innovation

• Papers in cluster: 32

Key Findings / Representative Excerpts:

1. [PDF] GROWING A DIGITAL SOCIAL INNOVATION ECOSYSTEM FOR .... Today new forms of social innovation are needed to create s
2. (PDF) The relationship between social innovation and digital economy and society. August 6, 2025 - PDF | The information
3. (PDF) The Role of Digital Technology in Scaling Social Innovations. Objective: social innovation plays a crucial role in
4. The role of digital social innovations to address SDGs: A systematic review - PMC. This study aimed to identify the conn
5. Digital Social Innovation Research Papers - Academia.edu. It encompasses collaborative efforts that leverage digital too

Representative Papers:

Theme 7: COVID-19 digital health

• Papers in cluster: 6

Key Findings / Representative Excerpts:

1. COVID-19 Digital Health Innovation Policy: A Portal to Alternative Futures in the Making. "The pandemic is a portal." In
2. Multidisciplinary research priorities for the COVID-19 pandemic: a call for action for mental health science.
3. Tackling COVID-19 through Responsible AI Innovation: Five Steps in the Right Direction. Innovations in data science and
4. Crises and entrepreneurial opportunities: Digital social innovation in response to physical distancing. As physical dist
5. COVID‐19 and entrepreneurship: Future research directions. Abstract Innovation and futuristic thinking are ne

Representative Papers:

Theme 0: AI ethics framework

• Papers in cluster: 5

Key Findings / Representative Excerpts:

1. AI4People—An Ethical Framework for a Good AI Society: Opportunities, Risks, Principles, and Recommendations. This articl
2. Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for resea
3. The role of artificial intelligence in achieving the Sustainable Development Goals. The emergence of artificial intellig
4. Opinion Paper: “So what if ChatGPT wrote it?” Multidisciplinary perspectives on opportunities, challenges and implicatio
5. The Foundation Model Transparency Index. Foundation models have rapidly permeated society, catalyzing a wave of generati

Representative Papers:

Theme 3: Academic societal impact

• Papers in cluster: 5

Key Findings / Representative Excerpts:

1. Productive interactions: societal impact of academic .... 14 Productive interactions: societal impact of academic resear
2. Productive interactions: societal impact of academic .... 14 Productive interactions: societal impact of academic resear
3. Productive interactions: Societal impact of academic research in the knowledge society | LERU. Facebook [...] LinkedIn h
4. The Impact of Academic Research on Societal Development | Free Essay Example for Students. This section aims at defining
5. Do Social Scientists Care if Their Research Has a Societal Impact? Results from a New Survey | Center for Innovation in

Representative Papers:

Theme 2: Future socioeconomic pathways

• Papers in cluster: 3

Key Findings / Representative Excerpts:

1. The roads ahead: Narratives for shared socioeconomic pathways describing world futures in the 21st century.
2. Researching for Desirable Futures: From Real Utopias to Imagining Alternatives. Moments of crisis may serve as critical
3. Four cultures: new synergies for engaging society on climate change. The scientific community has largely reached consen

Representative Papers:

Theme 4: Hybrid business models

• Papers in cluster: 3

Key Findings / Representative Excerpts:

1. Can profit and sustainability goals co-exist? New business models for hybrid firms. Purpose This paper aims to discuss h
2. Entrepreneurship in the sharing economy: A review of business models and social impacts. The emergence of the sharing ec
3. How does entrepreneurial orientation and SDG orientation of CEOs evolve before and during a pandemic. Purpose Aligning b

Representative Papers:

Theme 5: Digital rural transformation

• Papers in cluster: 2

Key Findings / Representative Excerpts:

1. Mind the gap: The AURORAL ecosystem for the digital transformation of smart communities and rural areas. Rural areas pla
2. Tools Towards the Sustainability and Circularity of Data Centers.

Representative Papers:

Theme 6: IT in tourism management

• Papers in cluster: 2

Key Findings / Representative Excerpts:

1. Progress in information technology and tourism management: 20 years on and 10 years after the Internet—The state of eTou
2. The Impact of AI and Reciprocal Symmetry on Organizational Culture and Leadership in the Digital Economy. The profound e

Representative Papers:

Theme 16: Topic 16

• Papers in cluster: 2

Key Findings / Representative Excerpts:

1. Functional, symbolic and societal frames for automobility: Implications for sustainability transitions. Automobility ref
2. An agenda for sustainability transitions research: State of the art and future directions.

Representative Papers:

Theme 8: Complex intervention framework

• Papers in cluster: 1

Key Findings / Representative Excerpts:

1. A new framework for developing and evaluating complex interventions: update of Medical Research Council guidance. The UK

Representative Papers:

Theme 9: Recommendation engines

• Papers in cluster: 1

Key Findings / Representative Excerpts:

1. Recommendation Engines. How companies like Amazon and Netflix know what “you might also like”: the history, technology,

Representative Papers:

Theme 10: Cyber-physical-social systems

• Papers in cluster: 1

Key Findings / Representative Excerpts:

1. A Holistic Review of Cyber–Physical–Social Systems: New Directions and Opportunities. A Cyber-Physical-Social System (CP

Representative Papers:

Theme 11: Digital libraries conference

• Papers in cluster: 1

Key Findings / Representative Excerpts:

1. Proceedings of the ACM/IEEE Joint Conference on Digital Libraries in 2020. Welcome to the 2020 ACM/IEEE-CS Joint Confere

Representative Papers:

Theme 12: ESG and digital innovation

• Papers in cluster: 1

Key Findings / Representative Excerpts:

1. The relationship between ESG ratings and digital technological innovation in manufacturing: Insights via dual machine le

Representative Papers:

Theme 13: Health literacy review

• Papers in cluster: 1

Key Findings / Representative Excerpts:

1. Health literacy and public health: A systematic review and integration of definitions and models. Based upon this review

Representative Papers:

Theme 14: Topic 14

• Papers in cluster: 1

Key Findings / Representative Excerpts:

1. A Brief History of Video Games. This chapter focuses on the historical overview of video games' evolution with a very br

Representative Papers:

Theme 15: Topic 15

• Papers in cluster: 1

Key Findings / Representative Excerpts:

1. Making sure you're not a bot!. Protected by BotStopper From Techaro. Made with ❤️ in 🇨🇦. Pour toutes questions ou comme

Representative Papers:

4. Research Gaps & Future Directions

Sparse Themes (Under-researched Areas)

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

• Future socioeconomic pathways — only 3 paper(s)
• Hybrid business models — only 3 paper(s)
• Digital rural transformation — only 2 paper(s)
• IT in tourism management — only 2 paper(s)
• Complex intervention framework — only 1 paper(s)
• Recommendation engines — only 1 paper(s)
• Cyber-physical-social systems — only 1 paper(s)
• Digital libraries conference — only 1 paper(s)
• ESG and digital innovation — only 1 paper(s)
• Health literacy review — only 1 paper(s)
• Topic 14 — only 1 paper(s)
• Topic 15 — only 1 paper(s)
• Topic 16 — only 2 paper(s)

Appendix: Full Paper List

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