SPJIMR Corpus — Thematic Analysis Report

Generated: 29 May 2026, 20:41 IST Session ID: 13 Total Papers Analyzed: 63 Themes Identified: 22


1. Executive Summary

This report presents the findings of a systematic thematic analysis conducted on a corpus of 63 academic papers. Using SPECTRE2 embeddings and DBSCAN clustering, the analysis identified 22 distinct thematic clusters.

Research Methodology Distribution

Methodology Type Count Percentage
None 63 100.0%

2. Thematic Overview

# Theme Papers Cohesion Score Keywords
1 Digital Social Innovation 26 N/A
2 Academic Research Impact 5 N/A
3 COVID-19 Digital Health 4 N/A
4 AI in Healthcare 3 N/A
5 Farmer Attitude to ICT 3 N/A
6 Health and Gamification 2 N/A
7 Informality and CSR 2 N/A
8 LLMs and Decision Support 2 N/A
9 Political Economy 2 N/A
10 Co-creation in Rural Development 2 N/A
11 Web 2.0 in Education 1 N/A
12 Digital Privacy in Ukraine 1 N/A
13 EduTubers on Instagram 1 N/A
14 Digital Disorientation 1 N/A
15 Digitalization and CO2 1 N/A
16 Soft Skills in Journals 1 N/A
17 IoT Vision 1 N/A
18 Autonomous Vehicles 1 N/A
19 NFTs and Identity 1 N/A
20 Bot Protection 1 N/A
21 Globalization and Sovereignty 1 N/A
22 AI Workforce Narratives 1 N/A

3. Detailed Theme Analysis

Theme 0: Digital Social Innovation

Key Findings / Representative Excerpts:

  1. [PDF] Digital technology in social innovation. Research recommendations Given the importance of digital technology to ma
  2. Making the most of digital social innovation: An exploration into success factors. 10. Alessandro Deserti & Francesca Ri
  3. Adaptive Social Innovation Derived from Digital Economy and Its Impact on Society and Policy. The traditional concept of
  4. (PDF) Research Progress of Digital Social Innovation - ResearchGate. It is found that the role of digital social innovat
  5. The relationship between social innovation and digital economy and society. The information age is also an era of escala

Representative Papers:

Title Authors Journal Type
Fashion 4.0. Innovating fashion industry through digital transformation Paola Bertola, José Teunissen Research Journal of Textile and Apparel
Making the most of digital social innovation: An exploration into success factor N/A N/A
[PDF] GROWING A DIGITAL SOCIAL INNOVATION ECOSYSTEM FOR ... N/A N/A
Phygital technologies and environments for breakthrough innovation in customers' Pasquale Del Vecchio, Giustina Secundo, Antonello Technological Forecasting and Social Cha
DIGITAL ECONOMY AND A NEW PARADIGM OF THE LABOR MARKET E. Sadovaya World Economy and International Relation
The relationship between social innovation and digital economy and society Szabolcs Nagy, Mariann Veresné Somosi Regional Statistics
The Making of Responsible Innovation and Technology: An Overview and Framework Wenda Li, Tan Yiğitcanlar, Will N. Browne, Alireza Smart Cities
Digital Social Change → Academic N/A N/A
[PDF] Digital technology in social innovation N/A N/A
The role of digital social innovations to address SDGs: A systematic review - Pu N/A N/A
... and 16 more

Theme 5: Academic Research Impact

Key Findings / Representative Excerpts:

  1. The Impact of Academic Research on Societal Development | Free Essay Example for Students. ### 3.1. Innovation and Entre
  2. The Unseen Impact of Academic Research on Society. ### Technological Advancements Every modern convenience, from smartp
  3. Productive interactions: Societal impact of academic research in the knowledge society | LERU. Facebook [...] X (Twitter
  4. Research: Path to Knowledge, Innovation & Academic Growth | Garhwal Post. Forum Research: Path to Knowledge, Innovation
  5. Social capital. No AccessStand Alone Books1 Feb 2013Social capitalA multifaceted perspectiveAuthors/Editors: Partha Dasg

Representative Papers:

Title Authors Journal Type
Productive interactions: Societal impact of academic research in the knowledge s N/A N/A
The Impact of Academic Research on Societal Development Free Essay Example for N/A N/A
The Unseen Impact of Academic Research on Society N/A N/A
Research: Path to Knowledge, Innovation & Academic Growth Garhwal Post N/A N/A
Social capital Partha Dasgupta, Ismaïl Serageldin The World Bank eBooks

Theme 8: COVID-19 Digital Health

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. What has changed? The Impact of Covid Pandemic on the Technology and Innovation Management Research Agenda. Whereas the
  3. COVID‐19 and Management Education: Reflections on Challenges, Opportunities, and Potential Futures. COVID-19 is having p
  4. Connecting Through Technology During the Coronavirus Disease 2019 Pandemic: Avoiding “Zoom Fatigue”. Cyberpsychology, Be

Representative Papers:

Title Authors Journal Type
COVID-19 Digital Health Innovation Policy: A Portal to Alternative Futures in th Mustafa Bayram, Simon Springer, Colin Garvey, Vura OMICS A Journal of Integrative Biology
What has changed? The Impact of Covid Pandemic on the Technology and Innovation Gerard George, Karim R. Lakhani, Phanish Puranam Journal of Management Studies
Connecting Through Technology During the Coronavirus Disease 2019 Pandemic: Avoi Brenda K. Wiederhold Cyberpsychology Behavior and Social Netw
COVID‐19 and Management Education: Reflections on Challenges, Opportunities, and Stephen Brammer, Timothy Clark British Journal of Management

Theme 6: AI in Healthcare

Key Findings / Representative Excerpts:

  1. Impacts of artificial intelligence on healthcare business models and outcomes.
  2. (PDF) Research Paper: The Evolution of Artificial Intelligence and Its Impact on Society. Recent development in AI has e
  3. From Intelligence to Trust: Evaluating AI-Powered Service Quality for User Satisfaction and Continuance in mHealth.

Representative Papers:

Title Authors Journal Type
Impacts of artificial intelligence on healthcare business models and outcomes Muhammad Kakale M. Journal of Health Organization and Manag
(PDF) Research Paper: The Evolution of Artificial Intelligence and Its Impact on N/A N/A
From Intelligence to Trust: Evaluating AI-Powered Service Quality for User Satis Abdellatief M. Statistics Optimization and Information

Theme 10: Farmer Attitude to ICT

Key Findings / Representative Excerpts:

  1. Scale to Measure Farmers’ Attitude towards ICT-Based Agro-Advisory Services.
  2. Development and Validation of AgTech-Enabled Market Access Scale for Hi-Tech Agriculture.
  3. Charting the Digital Frontier: A Comprehensive Bibliometric Analysis of E-Agriculture Research.

Representative Papers:

Title Authors Journal Type
Scale to Measure Farmers’ Attitude towards ICT-Based Agro-Advisory Services Paliwal H. Indian Journal of Extension Education
Development and Validation of AgTech-Enabled Market Access Scale for Hi-Tech Agr Sownthariya S. Indian Journal of Extension Education
Charting the Digital Frontier: A Comprehensive Bibliometric Analysis of E-Agricu Boshnjaku A. International Journal of Innovative Tech

Theme 1: Health and Gamification

Key Findings / Representative Excerpts:

  1. Unlocking health participation: enhancing customer experiences in public health social media communities.
  2. Driving green food consumption values: the impact of gamified branded apps on consumer behaviour.

Representative Papers:

Title Authors Journal Type
Unlocking health participation: enhancing customer experiences in public health Alzahrani M.S.J. Journal of Service Theory and Practice
Driving green food consumption values: the impact of gamified branded apps on co La Ragione G. British Food Journal

Theme 2: Informality and CSR

Key Findings / Representative Excerpts:

  1. Informality. No AccessWorld Bank Latin American and Caribbean Studies1 Feb 2013InformalityExit and ExclusionAuthors/Edit
  2. Online disclosure of corporate social responsibility in the Spanish wine sector: influence of organisational and digital

Representative Papers:

Title Authors Journal Type
Online disclosure of corporate social responsibility in the Spanish wine sector: Bernal-Jurado E. British Food Journal
Informality Guillermo Perry, Omar Arias, Pablo Fajnzylber, Wil The World Bank eBooks

Theme 3: LLMs and Decision Support

Key Findings / Representative Excerpts:

  1. Integrating large language models with industrial simulation for multi-level decision support: an innovation management
  2. Leadership architectures for digital innovation: extending upper echelons theory through expert-coded evidence articulat

Representative Papers:

Title Authors Journal Type
Leadership architectures for digital innovation: extending upper echelons theory Bonelli M.I. Journal of Organizational Change Managem
Integrating large language models with industrial simulation for multi-level dec Cimino A. European Journal of Innovation Managemen

Theme 4: Political Economy

Key Findings / Representative Excerpts:

  1. The Political Economy of Democratic Decentralization. No AccessDirections in Development - General1 Feb 2013The Politica
  2. Financial Development and Economic Growth: Views and Agenda. No AccessPolicy Research Working Papers21 Jun 2013Financial

Representative Papers:

Title Authors Journal Type
Financial Development and Economic Growth: Views and Agenda Ross Levine World Bank policy research working paper
The Political Economy of Democratic Decentralization James Manor The World Bank eBooks

Theme 7: Co-creation in Rural Development

Key Findings / Representative Excerpts:

  1. Key factors driving the co-creation of collaborative improvement and innovation in rural development ecosystems.
  2. Co-creation in primary healthcare: a qualitative study of collaboration between welfare technologists and healthcare pro

Representative Papers:

Title Authors Journal Type
Co-creation in primary healthcare: a qualitative study of collaboration between Teig I.L. Journal of Health Organization and Manag
Key factors driving the co-creation of collaborative improvement and innovation Östberg L. Journal of Service Theory and Practice

Theme 9: Web 2.0 in Education

Key Findings / Representative Excerpts:

  1. Review of Learning 2.0 Practices: Study on the Impact of Web 2.0 Innovations on Education and Training in Europe. Over t

Representative Papers:

Title Authors Journal Type
Review of Learning 2.0 Practices: Study on the Impact of Web 2.0 Innovations on Christine Redecker RePEc: Research Papers in Economics

Theme 11: Digital Privacy in Ukraine

Key Findings / Representative Excerpts:

  1. Regulating Digital Privacy and Surveillance in Ukraine: Legal Gaps and Harmonization with EU Standards in the Age of Big

Representative Papers:

Title Authors Journal Type
Regulating Digital Privacy and Surveillance in Ukraine: Legal Gaps and Harmoniza Demydova L. International Journal of Law and Society

Theme 12: EduTubers on Instagram

Key Findings / Representative Excerpts:

  1. The identity of eduTubers projected on Instagram.

Representative Papers:

Title Authors Journal Type
The identity of eduTubers projected on Instagram Pasquel-López C. Revista Latina De Comunicacion Social

Theme 13: Digital Disorientation

Key Findings / Representative Excerpts:

  1. Decoding digital disorientation: a conceptual framework for library engagement with adolescent mental health in a satura

Representative Papers:

Title Authors Journal Type
Decoding digital disorientation: a conceptual framework for library engagement w Carlsson N.F. Journal of Documentation

Theme 14: Digitalization and CO2

Key Findings / Representative Excerpts:

  1. Is digitalization leading to CO2 emission cutting?.

Representative Papers:

Title Authors Journal Type
Is digitalization leading to CO2 emission cutting? Emous R.v. Journal of Economic Studies

Theme 15: Soft Skills in Journals

Key Findings / Representative Excerpts:

  1. Soft Skills in Editorial and Communicational Management of Scientific Journals.

Representative Papers:

Title Authors Journal Type
Soft Skills in Editorial and Communicational Management of Scientific Journals Estrada J.M.C. Revista Latina De Comunicacion Social

Theme 16: IoT Vision

Key Findings / Representative Excerpts:

  1. Internet of Things (IoT): A vision, architectural elements, and future directions.

Representative Papers:

Title Authors Journal Type
Internet of Things (IoT): A vision, architectural elements, and future direction Jayavardhana Gubbi, Rajkumar Buyya, Slaven Marusic Future Generation Computer Systems

Theme 17: Autonomous Vehicles

Key Findings / Representative Excerpts:

  1. Connected and Automated Vehicles: Infrastructure, Applications, Security, Critical Challenges, and Future Aspects. Auton

Representative Papers:

Title Authors Journal Type
Connected and Automated Vehicles: Infrastructure, Applications, Security, Critic Memoona Sadaf, Zafar Iqbal, Abdul Rehman Javed, Ir Technologies

Theme 18: NFTs and Identity

Key Findings / Representative Excerpts:

  1. To be or to want to be: how followers engage with NFTs, their communities and how it influences their identity journey.

Representative Papers:

Title Authors Journal Type
To be or to want to be: how followers engage with NFTs, their communities and ho Nevi G. European Journal of Marketing

Theme 19: Bot Protection

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:

Title Authors Journal Type
Making sure you're not a bot! N/A N/A

Theme 20: Globalization and Sovereignty

Key Findings / Representative Excerpts:

  1. Globalisation and its impact on the state legal order: challenges to state sovereignty.

Representative Papers:

Title Authors Journal Type
Globalisation and its impact on the state legal order: challenges to state sover Kahraman B. Clio Revista De Historia Ciencias Humana

Theme 21: AI Workforce Narratives

Key Findings / Representative Excerpts:

  1. Tracking Topic Drift in AI and Workforce Narratives on Reddit: A Longitudinal Visualization from 2010–2024.

Representative Papers:

Title Authors Journal Type
Tracking Topic Drift in AI and Workforce Narratives on Reddit: A Longitudinal Vi Baholli I. International Journal of Innovative Tech

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 Tracking Topic Drift in AI and Workforce Narratives on Reddit: A Longi AI Workforce Narratives 0
2 Impacts of artificial intelligence on healthcare business models and o AI in Healthcare 0
3 (PDF) Research Paper: The Evolution of Artificial Intelligence and Its AI in Healthcare 0
4 From Intelligence to Trust: Evaluating AI-Powered Service Quality for AI in Healthcare 0
5 Productive interactions: Societal impact of academic research in the k Academic Research Impact 0
6 The Impact of Academic Research on Societal Development Free Essay E Academic Research Impact
7 The Unseen Impact of Academic Research on Society Academic Research Impact 0
8 Research: Path to Knowledge, Innovation & Academic Growth Garhwal Po Academic Research Impact
9 Social capital Academic Research Impact 285
10 Connected and Automated Vehicles: Infrastructure, Applications, Securi Autonomous Vehicles 148
11 Making sure you're not a bot! Bot Protection 0
12 COVID-19 Digital Health Innovation Policy: A Portal to Alternative Fut COVID-19 Digital Health 83
13 What has changed? The Impact of Covid Pandemic on the Technology and I COVID-19 Digital Health 208
14 Connecting Through Technology During the Coronavirus Disease 2019 Pand COVID-19 Digital Health 497
15 COVID‐19 and Management Education: Reflections on Challenges, Opportun COVID-19 Digital Health 283
16 Co-creation in primary healthcare: a qualitative study of collaboratio Co-creation in Rural Development 0
17 Key factors driving the co-creation of collaborative improvement and i Co-creation in Rural Development 0
18 Decoding digital disorientation: a conceptual framework for library en Digital Disorientation 0
19 Regulating Digital Privacy and Surveillance in Ukraine: Legal Gaps and Digital Privacy in Ukraine 0
20 Fashion 4.0. Innovating fashion industry through digital transformatio Digital Social Innovation 305
21 Making the most of digital social innovation: An exploration into succ Digital Social Innovation 0
22 [PDF] GROWING A DIGITAL SOCIAL INNOVATION ECOSYSTEM FOR ... Digital Social Innovation 0
23 Phygital technologies and environments for breakthrough innovation in Digital Social Innovation 91
24 DIGITAL ECONOMY AND A NEW PARADIGM OF THE LABOR MARKET Digital Social Innovation 87
25 The relationship between social innovation and digital economy and soc Digital Social Innovation 34
26 The Making of Responsible Innovation and Technology: An Overview and F Digital Social Innovation 55
27 Digital Social Change → Academic Digital Social Innovation 0
28 [PDF] Digital technology in social innovation Digital Social Innovation 0
29 The role of digital social innovations to address SDGs: A systematic r Digital Social Innovation 0
30 The Impact of Social Media on Society in Various Ways Digital Social Innovation 0
31 Research Paper 6 Digital Society PDF Digital Social Innovation
32 Virtual interactive innovations applied for digital urban transformati Digital Social Innovation 98
33 Conceptualizing Digital Transformation in Business Organizations: A Sy Digital Social Innovation 407
34 THE IMPACT OF DIGITALIZATION ON VALUE ORIENTATIONS CHANGES IN THE MODE Digital Social Innovation 26
35 The Impact of ICT on Public and Private Sectors in Lithuania Digital Social Innovation 67
36 Exploring the microfoundations of digital transformation maturity: a f Digital Social Innovation 0
37 Examining digital platform resilience: a social–ecological systems app Digital Social Innovation 0
38 Making the most of digital social innovation: An exploration into succ Digital Social Innovation 0
39 Industry 4.0 digital technologies enhancing sustainability: Applicatio Digital Social Innovation 146
40 (PDF) Research Progress of Digital Social Innovation - ResearchGate Digital Social Innovation 0
41 Adaptive Social Innovation Derived from Digital Economy and Its Impact Digital Social Innovation 19
42 Organizational identity meets digital transformation: understanding th Digital Social Innovation 0
43 Design Thinking for Social Innovation Digital Social Innovation 1411
44 A capability hierarchy for building resilience in multi-actor agri-foo Digital Social Innovation 0
45 Digital economy structuring for sustainable development: the role of b Digital Social Innovation 112
46 Is digitalization leading to CO2 emission cutting? Digitalization and CO2 0
47 The identity of eduTubers projected on Instagram EduTubers on Instagram 0
48 Scale to Measure Farmers’ Attitude towards ICT-Based Agro-Advisory Ser Farmer Attitude to ICT 0
49 Development and Validation of AgTech-Enabled Market Access Scale for H Farmer Attitude to ICT 0
50 Charting the Digital Frontier: A Comprehensive Bibliometric Analysis o Farmer Attitude to ICT 1
51 Globalisation and its impact on the state legal order: challenges to s Globalization and Sovereignty 0
52 Unlocking health participation: enhancing customer experiences in publ Health and Gamification 0
53 Driving green food consumption values: the impact of gamified branded Health and Gamification 0
54 Online disclosure of corporate social responsibility in the Spanish wi Informality and CSR 0
55 Informality Informality and CSR 788
56 Internet of Things (IoT): A vision, architectural elements, and future IoT Vision 11829
57 Leadership architectures for digital innovation: extending upper echel LLMs and Decision Support 0
58 Integrating large language models with industrial simulation for multi LLMs and Decision Support 0
59 To be or to want to be: how followers engage with NFTs, their communit NFTs and Identity 0
60 Financial Development and Economic Growth: Views and Agenda Political Economy 3035
61 The Political Economy of Democratic Decentralization Political Economy 953
62 Soft Skills in Editorial and Communicational Management of Scientific Soft Skills in Journals 0
63 Review of Learning 2.0 Practices: Study on the Impact of Web 2.0 Innov Web 2.0 in Education 111

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