SPJIMR Corpus — Thematic Analysis Report

Generated: 29 May 2026, 20:41 IST Session ID: 32 Total Papers Analyzed: 46 Themes Identified: 6

1. Executive Summary

This report presents the findings of a systematic thematic analysis conducted on a corpus of 46 academic papers. Using SPECTRE2 embeddings and DBSCAN clustering, the analysis identified 6 distinct thematic clusters.

Research Methodology Distribution

Methodology Type Count Percentage
None 46 100.0%

2. Thematic Overview

# Theme Papers Cohesion Score Keywords
1 Digital Economy Metrics 27 N/A —
2 Collaborative Social Innovation 10 N/A —
3 AI in Governance 4 N/A —
4 Crisis Informatics 2 N/A —
5 Tech and Inequality 2 N/A —
6 Data Ethics 1 N/A —

3. Detailed Theme Analysis

Theme 0: Digital Economy Metrics

Key Findings / Representative Excerpts:

  1. Digital Economy and Society Index Studies. Measures digital progress.
  2. Digital Education for Social Impact. Studies digital learning for underserved groups.
  3. Social Media and Civic Engagement. Explores digital participation.
  4. Digital Transformation and Social Innovation. Studies link between digital economy and social innovation.
  5. Digital Innovation in NGOs. Studies digital transformation in NGOs.

Representative Papers:

Title Authors Journal Type
Digital Twin Cities and Society Batty Urban Analytics —
Digital Social Enterprises Doherty et al. Entrepreneurship Theory —
Digital Inclusion and Equity Brown et al. Information Society —
Digital Transformation and Social Innovation Nagy & Somosi arXiv —
Participatory Platforms and Democracy Rossi et al. Policy & Internet —
Digital Finance for Inclusion Demirguc-Kunt et al. World Bank —
Digital Innovation in NGOs Smith & Brown Nonprofit Review —
Digital Participation in Governance OECD OECD Report —
Digital Rights and Society Kaye Human Rights Law —
Digital Gender Divide Hilbert World Development —
... and 17 more

Theme 2: Collaborative Social Innovation

Key Findings / Representative Excerpts:

  1. Open Innovation for Social Good. Explores collaborative innovation.
  2. AI for Social Impact. Explores AI-driven social innovation.
  3. Crowdsourcing for Social Innovation. Analyzes collective intelligence in innovation.
  4. Ethical Design in Social Innovation. Explores human-centered design.
  5. Open Data for Social Good. Examines public data use in social innovation.

Representative Papers:

Title Authors Journal Type
GovTech Innovations Janssen et al. Government Info Quarterly —
AI for Social Impact Verma et al. AI & Society —
Open Data for Social Good García et al. Government Information Quarterly —
Civic Tech and Urban Innovation Evans et al. Urban Studies —
AI Ethics in Social Innovation Floridi et al. Ethics & IT —
Ethical Design in Social Innovation Norman Design Studies —
Open Innovation for Social Good Chesbrough Research Policy —
Blockchain for Social Innovation Singh & Patel Future Internet —
Crowdsourcing for Social Innovation Müller et al. Research Policy —
Civic Innovation Labs Bason Public Sector Innovation Labs —

Theme 1: AI in Governance

Key Findings / Representative Excerpts:

  1. AI in Public Policy. Explores AI adoption in governance.
  2. AI and Climate Action. Explores AI for sustainability.
  3. AI for Development. Studies AI applications in development.
  4. AI for Healthcare Access. Analyzes bias in healthcare AI.

Representative Papers:

Title Authors Journal Type
AI for Healthcare Access Obermeyer et al. Science —
AI in Public Policy Wirtz et al. Public Admin Review —
AI and Climate Action Rolnick et al. arXiv —
AI for Development World Bank Report —

Theme 3: Crisis Informatics

Key Findings / Representative Excerpts:

  1. Innovation in Crisis Response. Studies crisis informatics.
  2. Crisis Informatics and Society. Studies ICT in disasters

Representative Papers:

Title Authors Journal Type
Crisis Informatics and Society Palen et al. Communications of ACM —
Innovation in Crisis Response Zook et al. Science —

Theme 4: Tech and Inequality

Key Findings / Representative Excerpts:

  1. Technology and Social Justice. Explores inequality in tech systems.
  2. Internet of Things for Social Good. Examines IoT applications in society.

Representative Papers:

Title Authors Journal Type
Internet of Things for Social Good Lee et al. IEEE IoT Journal —
Technology and Social Justice Eubanks Book —

Theme 5: Data Ethics

Key Findings / Representative Excerpts:

  1. Data Governance and Ethics. Studies governance frameworks.

Representative Papers:

Title Authors Journal Type
Data Governance and Ethics Kuner et al. Data Protection Law —

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 AI for Healthcare Access AI in Governance — 0
2 AI in Public Policy AI in Governance — 0
3 AI and Climate Action AI in Governance — 0
4 AI for Development AI in Governance — 0
5 GovTech Innovations Collaborative Social Innovation — 0
6 AI for Social Impact Collaborative Social Innovation — 0
7 Open Data for Social Good Collaborative Social Innovation — 0
8 Civic Tech and Urban Innovation Collaborative Social Innovation — 0
9 AI Ethics in Social Innovation Collaborative Social Innovation — 0
10 Ethical Design in Social Innovation Collaborative Social Innovation — 0
11 Open Innovation for Social Good Collaborative Social Innovation — 0
12 Blockchain for Social Innovation Collaborative Social Innovation — 0
13 Crowdsourcing for Social Innovation Collaborative Social Innovation — 0
14 Civic Innovation Labs Collaborative Social Innovation — 0
15 Crisis Informatics and Society Crisis Informatics — 0
16 Innovation in Crisis Response Crisis Informatics — 0
17 Data Governance and Ethics Data Ethics — 0
18 Digital Twin Cities and Society Digital Economy Metrics — 0
19 Digital Social Enterprises Digital Economy Metrics — 0
20 Digital Inclusion and Equity Digital Economy Metrics — 0
21 Digital Transformation and Social Innovation Digital Economy Metrics — 0
22 Participatory Platforms and Democracy Digital Economy Metrics — 0
23 Digital Finance for Inclusion Digital Economy Metrics — 0
24 Digital Innovation in NGOs Digital Economy Metrics — 0
25 Digital Participation in Governance Digital Economy Metrics — 0
26 Digital Rights and Society Digital Economy Metrics — 0
27 Digital Gender Divide Digital Economy Metrics — 0
28 Digital Activism and Movements Digital Economy Metrics — 0
29 Digital Transformation in Public Sector Digital Economy Metrics — 0
30 Digital Crowdfunding for Social Good Digital Economy Metrics — 0
31 Online Communities and Collective Action Digital Economy Metrics — 0
32 Digital Literacy and Inclusion Digital Economy Metrics — 0
33 Digital Commons and Society Digital Economy Metrics — 0
34 Digital Platforms for Social Good Digital Economy Metrics — 0
35 Social Media and Civic Engagement Digital Economy Metrics — 0
36 E-Government and Public Value Digital Economy Metrics — 0
37 Digital Health Innovation Digital Economy Metrics — 0
38 Digital Education for Social Impact Digital Economy Metrics — 0
39 Platform Cooperatives and Social Impact Digital Economy Metrics — 0
40 Digital Governance and Accountability Digital Economy Metrics — 0
41 Digital Labor Platforms and Society Digital Economy Metrics — 0
42 Digital Agriculture and Rural Innovation Digital Economy Metrics — 0
43 Digital Identity and Inclusion Digital Economy Metrics — 0
44 Digital Economy and Society Index Studies Digital Economy Metrics — 0
45 Internet of Things for Social Good Tech and Inequality — 0
46 Technology and Social Justice Tech and Inequality — 0

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