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Comprehensive Report
.docx · Tat synthesises the full session
Word Transcript
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About

Two curated bibliographic databases documenting the full scholarly record of social work — built for AI-assisted research intelligence.

Coverage

62,602Journal articles · 1989–2025
23,793Conference papers · 2005–2026
88Social work journals

Research Team

Cici
Cici Ai · 艾思思
Orchestrator · IDCC AI Agent

Cici is IDCC's agentic AI, representing the future of social impact data. She orchestrates James, Jessica, and Tat across 86,000+ social work records — routing research, analysis, and synthesis intelligently across three workflow modes. IDCC won the Asia-Pacific Social Innovation Partnership Award (Social Prosperity Award) in 2021.

James
James Leung · 梁潤賢
Executive Director & Chairman · IDCC Co-founder

James is a leader in Hong Kong's social innovation sector, specialising in social innovation design, social financing solutions, and supporting social work development in Greater China. He co-founded IDCC and signed its founding contracts with the SIE Fund. In IDCC's AI system, James is the Literature Search Specialist — retrieving and reasoning across 86,000+ academic records.

LinkedIn ↗
Jessica
Jessica Cheung · 張天恩
Architecture & Urban Design Researcher · CUHK · IDCC Co-founder

Jessica is an architecture and urban design practitioner at CUHK, holding a Master of Architecture and Urban Design from Columbia University GSAPP (Excellence in Design Award). Her research focuses on city resilience, rural-urban symbiosis, and local community empowerment. She practised at Urbanus HK and nARCHITECTS New York. In IDCC's AI system, Jessica is the Data Analysis Specialist — interrogating patterns and proposing conceptual frameworks.

CUHK Profile ↗
Tat
Prof. Tat Lam · 林達
CEO, SZC Holdings · Columbia Studio X Beijing · IDCC Co-founder

Tat is an urban designer and architectural researcher trained at CUHK, Columbia University, and UCL Bartlett. As CEO of SZC Holdings (Shanzhai City) and former Director of Columbia Studio X Beijing, he specialises in holistic social development solutions for governments and institutions. He presented IDCC's work at the APSIPA Award ceremony in 2021. In IDCC's AI system, Tat is the Report Writer — synthesising team debates into professional reports.

CUHK Profile ↗  ·  LinkedIn ↗
Johnson
Johnson Kong
Impact Metrics & Frameworks · IDCC Board Member

Johnson is an impact measurement and ESG specialist. As Lead Investment Stewardship Analyst at BlackRock Greater China, he led proxy voting and corporate governance engagements. At Our Hong Kong Foundation, he researched sustainable finance, ESG, and social impact bonds. He holds an M.Phil. from Cambridge, a Grad Diploma in Maths from LSE, and is a Certified ESG Analyst (CESGA, EFFAS). In IDCC AI, Johnson is the Impact Metrics Specialist — selecting frameworks, ESG standards, and indicators for programmes.

LinkedIn ↗
Terence
Terence Yuen
SROI Calculation Specialist · CPA · SVI Accredited Trainer

Terence is a Certified Public Accountant (HKICPA), Social Value International Accredited Trainer & Advanced SROI Practitioner, and UNDP SDG Impact Standards Trainer. He has conducted SROI analyses for Caritas, HKSKH, and SIE Fund NGOs. In IDCC AI, Terence is the SROI Calculation Specialist — building value maps, assigning HK financial proxies, applying the four adjustments (deadweight, attribution, displacement, drop-off), computing PV and SROI ratios, and running sensitivity analysis.

Contribute Your Skills

This platform is open. We warmly welcome practitioners, researchers, and specialists to contribute their knowledge and expertise — financial modelling, legal frameworks, measurement methodologies, implementation know-how, sector research, and more. Every skill added makes the platform more powerful for everyone.

Three Consortiums

Together, we are building three interconnected foundations for social innovation in Asia:

Skill Consortium — A shared library of agent skills contributed by peers, business partners, and domain experts. Legal, financial, measurement, research, policy, and cultural knowledge — packaged as open, forkable AI agents.

Data Consortium — A growing knowledge base of social work research, impact evidence, sector benchmarks, and community-generated data. Governed collectively; accessible to all.

Impact Consortium — A network of organisations committed to measuring, communicating, and improving their social impact. Shared frameworks, shared metrics, shared accountability.

Join Us

If you have expertise in finance, law, measurement, research, implementation, or community practice — your knowledge belongs here. Reach out to contribute a skill, share a dataset, or join the consortium. Contact: info@impactdata.cc

About This Project

IDCC AI · Impact Data Consortium Chain

What Is This

IDCC AI is a multi-agent research platform for social innovation. Six AI specialists — each modelled on a real IDCC co-founder or team member — collaborate to answer research questions, design Theory of Change, calculate SROI, build ESG reports, and synthesise academic evidence across 86,000+ social work records.

Two Core Concepts

Technical Empowerment — AI removes the barrier between a practitioner and world-class analytical capability. Any community worker, NGO, or social entrepreneur can now access SROI calculation, ESG frameworks, and academic literature review through natural language — no specialist required.

Impact Empowerment — When more actors can measure and communicate their social impact credibly, the whole ecosystem improves. More NGOs access SIE Fund and social impact bonds. More enterprises file credible ESG reports. More communities articulate the value they create.

Three Consortiums We Are Building

Skill Consortium
A shared library of agent skills contributed by peers, partners, and domain experts — open, forkable, CC BY 4.0.
Data Consortium
A growing knowledge base of social work research, impact evidence, sector benchmarks, and community-generated data.
Impact Consortium
Organisations committed to measuring and improving social impact — shared frameworks, shared metrics, shared accountability.

This Is a Prototype

The current platform demonstrates that skills and knowledge can flow freely across an AI agent network. The six agents are modelled on real IDCC team members — because the vision is that real practitioners can contribute their expertise to the platform. When a new specialist joins — legal expert, financial modeller, policy analyst — they contribute a skill, and Cici routes users to it automatically.

Call for Participation — We welcome peers, business partners, and domain specialists to contribute their skills and RAG knowledge. Financial modelling, legal frameworks, measurement methodologies, sector research, community practice. Every skill added makes the platform more powerful for everyone in Asia's social innovation ecosystem.

Contact us: info@impactdata.cc  ·  www.impactdata.cc ↗

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Open Data & Resources
All IDCC datasets and tools are open source. Free to use with citation.
Social Work Research Database
SWRD
62,602 records
Curated bibliographic database of peer-reviewed social work journal articles. Covers 88 journals from 1989 to 2025 — the most comprehensive open record of social work knowledge production.
1989–2025 88 journals CSV / JSON CC BY 4.0
Perron, B. E., Victor, B. G., & Qi, Z. (2026). Evolution of social work knowledge production over 35 years. Research on Social Work Practice.
Society for Social Work Research
SSWR Conference Archive
23,793 records
Complete proceedings archive of SSWR Annual Conference presentations from 2005 to 2026 — the leading venue for social work research. Tracks the evolution of conference topics, methods, and emerging issues over two decades.
2005–2026 Conference papers CSV / JSON CC BY 4.0
Perron, B. E. (2025). SSWR Conference Archive 2005–2026. Social Work Research Metadata Project.
Combined Social Work Corpus
86,395 records
Merged and deduplicated dataset combining SWRD + SSWR — the full corpus used by the IDCC AI Research System. Suitable for training social work AI agents, topic modelling, and bibliometric analysis.
CSV / JSON / SQLite CC BY 4.0 AI-ready
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Impact RAG Knowledge Base
Active · @johnson
26 curated knowledge chunks covering SROI, IRIS+, ESG/HKEX, IFC Operating Principles, SIE Fund, Social Impact Bonds, HKCSS, Theory of Change, and Hong Kong social finance practice. Hosted on Supabase with pgvector full-text search.
This is an internal knowledge base used by the IDCC Impact RAG system. It is not exposed as a public API and does not have a public API key system.
Agent Skill Files
Open Source
System prompts, SKILL.md files, and agent instruction sets used to build each IDCC specialist agent. Fork and adapt for your own social sector AI project.
API & Integration
SSE + REST
POST /api/chat — SSE stream. Body: {question, lang, depth}
POST /api/synthesize — SSE stream. Body: {messages, lang}
Events: agent · type · message · data per SSE event.
The IDCC API is currently for internal use. Contact us at info@impactdata.cc for integration enquiries.
Contact IDCC for collaboration or data access →

Hong Kong Impact Data Consortium Chain Limited is a Hong Kong-based social innovation organisation building open data infrastructure for social work research. Winner of the Asia-Pacific Social Innovation Partnership Award (Social Prosperity Award) 2021.

Suite 719, 7/F, Chevalier Commercial Centre
8 Wang Hoi Road, Kowloon Bay
Hong Kong
www.impactdata.cc ↗ Medium ↗ info@impactdata.cc

Build a Skill with Cici

Guided conversation · your expertise becomes a shareable SKILL.md
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Workflow Studio
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