Directory

Sector data sources

A directory of reference data sources on cyber, insurance, reinsurance, climate and AI. Methodology, scope and intended use of each source, with its links to our articles, tools and glossary terms.

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Scope
69 sources
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Cyber and cyber losses

Chainalysis Crypto Crime Report

Chainalysis

Annual report measuring illicit financial flows on blockchains. Covers sums paid to ransomware operators, laundering, scams and funds tied to sanctioned entit…

WorldAnnual
Cyber and cyber losses

Cost of a Data Breach Report

IBM Security (recherche Ponemon Institute)

Annual study estimating the average total cost of a data breach. Breaks the cost down by phase (detection, notification, response, lost business), by sector,…

WorldAnnual
Cyber and cyber losses

Coveware Quarterly Ransomware Report

Coveware (Veeam)

Quarterly report on the economics of ransomware. Documents median and average ransom payments, the share of victims that pay, the most active strains and init…

WorldQuarterly
Cyber and cyber losses

Data Breach Investigations Report (DBIR)

Verizon Business

Annual analysis of confirmed security breaches and incidents. Classifies attack patterns, actors, motives and targeted assets by industry. It is the industry'…

WorldAnnual
Cyber and cyber losses

Information Risk Insights Study (IRIS)

Cyentia Institute

Quantitative research programme on information risk. Models the frequency and severity of cyber loss events from large claims databases, with particular care…

WorldIrregular
Cyber and cyber losses

Internet Crime Report (IC3)

Federal Bureau of Investigation

Annual report of the FBI's Internet Crime Complaint Center. Records the number of complaints filed and the financial losses reported by scam type, including b…

United StatesAnnual
Cyber and cyber losses

Marsh Cyber Insurance Market Insights

Marsh

Broker market publications on cyber insurance. Track the evolution of rates, capacity, take-up and coverage terms, drawn from the broker's placement flow. Use…

WorldIrregular
Cyber and cyber losses

NetDiligence Cyber Claims Study

NetDiligence

Annual study of cyber claims actually paid, based on data from partner insurers. Documents claim cost by company size, by cause and by component (response, bu…

United StatesAnnual
Cyber and cyber losses

Ponemon Institute Research

Ponemon Institute

Research institute specialised in the economics of information security and privacy. Produces numerous studies on breach cost, cyber resilience and the cost o…

WorldIrregular
Cyber and cyber losses

The State of Ransomware

Sophos

Annual state-of-ransomware report based on an international survey of organisations. Measures attack rate, payment frequency, ransom amounts, recovery cost an…

WorldAnnual
Natural catastrophes and climate

Aon Climate and Catastrophe Insight

Aon

The broker Aon's natural-catastrophe report, titled Climate and Catastrophe Insight. Quantifies the year's economic and insured losses by peril and region, an…

WorldAnnual
Natural catastrophes and climate

Copernicus Climate Change Service

Copernicus (Union européenne)

The European Copernicus Climate Change Service, operated on behalf of the European Union. Provides reanalyses, climate indicators and monthly bulletins on glo…

WorldContinuous
Natural catastrophes and climate

EM-DAT The International Disaster Database

Centre for Research on the Epidemiology of Disasters (CRED), UCLouvain

An international disaster database operated by the Centre for Research on the Epidemiology of Disasters (CRED) at the University of Louvain. Records natural a…

WorldContinuous
Natural catastrophes and climate

Gallagher Re Natural Catastrophe Report

Gallagher Re

The reinsurance broker Gallagher Re's natural-catastrophe report. Publishes an annual review and quarterly updates on economic and insured losses by event and…

WorldAnnual
Natural catastrophes and climate

IPCC Assessment Reports

Intergovernmental Panel on Climate Change

The Intergovernmental Panel on Climate Change. Produces, in assessment cycles, synthesis reports summarising the state of scientific knowledge on the causes,…

WorldMulti-year cycle
Natural catastrophes and climate

Munich Re NatCatSERVICE

Munich Re

A reference database on global natural catastrophes operated by the reinsurer Munich Re under the NatCatSERVICE name. Records events, economic losses and insu…

WorldAnnual
Natural catastrophes and climate

NOAA Climate Data

National Oceanic and Atmospheric Administration

Reference climate and weather data produced by the United States agency NOAA, via its national environmental information centers. Covers temperature, precipit…

WorldContinuous
Natural catastrophes and climate

PERILS Industry Loss Data

PERILS AG

An independent body providing industry insured-loss data for natural catastrophes, first in Europe and then across other territories. Publishes per-event loss…

EuropeContinuous
Natural catastrophes and climate

World Bank Climate Change Knowledge Portal

Banque mondiale

The World Bank's Climate Change Knowledge Portal. Centralises historical and projected climate data, country risk profiles and vulnerability and adaptation in…

WorldContinuous
Natural catastrophes and climate

WRI Aqueduct

World Resources Institute

The World Resources Institute's global water-risk mapping platform. Assesses water stress, flood and drought risk by basin and country, under climate scenario…

WorldMulti-year cycle
Energy and AI infrastructure

Cloudscene

Cloudscene

A platform mapping data centres, connectivity providers and exchange points worldwide. Documents the digital-infrastructure ecosystem by market, operator and…

WorldContinuous
Energy and AI infrastructure

Data Center Map

Data Center Map

An online directory listing data centres and hosting providers by country and city. Documents the location, operator and declared characteristics of facilitie…

WorldContinuous
Energy and AI infrastructure

IEA Energy and AI

International Energy Agency

A special report by the International Energy Agency on the links between energy and artificial intelligence. Quantifies the electricity demand of data centres…

WorldIrregular
Energy and AI infrastructure

IEA World Energy Outlook

International Energy Agency

The International Energy Agency's flagship annual publication on global energy outlooks. Covers supply, demand, investment and emissions by scenario, over a l…

WorldAnnual
Energy and AI infrastructure

Uptime Institute Global Data Center Survey

Uptime Institute

A reference body on data-centre reliability and efficiency, known for its availability-tier certification. Publishes a global annual survey on outages, energy…

WorldAnnual
Insurance and reinsurance market

AM Best Ratings et Market Reports

AM Best

A rating agency specialised in insurance and reinsurance. Assigns financial-strength ratings to insurers and publishes market reports by segment and region. A…

WorldContinuous
Insurance and reinsurance market

Artemis ILS Database et Deal Directory

Artemis (Steasy Media)

A market reference on insurance-linked securities, including a cat-bond issuance database documenting size, trigger, peril, sponsor and spread. Also tracks ma…

WorldContinuous
Insurance and reinsurance market

Guy Carpenter Rate-on-Line Index et recherche

Guy Carpenter (Marsh McLennan)

A reinsurance broker publishing market analyses and the Global Property Catastrophe Rate-on-Line index, the reference measure of catastrophe reinsurance prici…

WorldAnnual
Insurance and reinsurance market

Insurance Europe Annual Reports et statistiques

Insurance Europe

The European insurance and reinsurance federation. Publishes aggregated statistics on premiums, benefits and insurance penetration by European country, along…

EuropeAnnual
Insurance and reinsurance market

Lloyd's Market Bulletins

Lloyd's of London

Official Lloyd's communications to its syndicates, including the market bulletins that formalise underwriting requirements, mandatory clauses and market posit…

United KingdomWorldContinuous
Insurance and reinsurance market

Munich Re Insurance Industry Reports

Munich Re

Market and research publications from the reinsurer Munich Re, distinct from the NatCatSERVICE database. Cover insurance-market outlooks, emerging risks, cybe…

WorldIrregular
Insurance and reinsurance market

Reinsurance News

Steasy Media (Reinsurance News)

A specialist news outlet on reinsurance, renewals and the alternative risk-transfer market. Covers reinsurer results, capacity movements and market deals in n…

WorldContinuous
Insurance and reinsurance market

Swiss Re Institute

Swiss Re Institute

The research arm of the reinsurer Swiss Re, publisher of the sigma series and numerous thematic studies on emerging risks, climate, cyber and insurance market…

WorldIrregular
Insurance and reinsurance market

Swiss Re sigma

Swiss Re Institute

Reference research series on global primary insurance and reinsurance markets. Covers life and non-life premium volumes by region, economic and insured losses…

WorldAnnual
Regulation and supervision

ACPR Publications et analyses

Autorité de contrôle prudentiel et de résolution

The French supervisor of the banking and insurance sectors, attached to the Banque de France. Publishes sector analyses, studies on the solvency of French ins…

FranceContinuous
Regulation and supervision

BCE Financial Stability Review

Banque centrale européenne

The European Central Bank's semiannual financial stability review. Analyses vulnerabilities in the euro-area financial system, including insurers' exposure, c…

EuropeSemi-annual
Regulation and supervision

EIOPA Publications, Stress Tests et Risk Dashboard

European Insurance and Occupational Pensions Authority

The European supervisory authority for insurance and occupational pensions. Publishes sector stress tests, the risk dashboard, technical opinions and the impl…

EuropeContinuous
Regulation and supervision

ESMA Publications

European Securities and Markets Authority

The European securities and markets authority. Publishes reports on market risk, financial stability, funds and instrument regulation, including insurance-lin…

EuropeContinuous
Regulation and supervision

IAIS Global Insurance Market Report (GIMAR)

International Association of Insurance Supervisors

The international association of insurance supervisors. The Global Insurance Market Report assesses sector trends and risks worldwide, including systemic risk…

WorldAnnual
Regulation and supervision

NAIC Cyber Insurance and Identity Theft Coverage Supplement

National Association of Insurance Commissioners

An annual regulatory supplement recording the cyber-insurance activity reported by insurers in the United States. Documents written premiums, policy counts, c…

United StatesAnnual
Regulation and supervision

NAIC Reports et données de marché

National Association of Insurance Commissioners

The association of United States state insurance supervisors, coordinating regulation at federal level without replacing it. Publishes market data, line-of-bu…

United StatesContinuous
Regulation and supervision

NGFS Scénarios climatiques

Network for Greening the Financial System

A network of central banks and supervisors devoted to greening the financial system. Produces the reference climate scenarios used by supervisors for stress t…

WorldMulti-year cycle
Cybersecurity and threats

CISA Advisories et Known Exploited Vulnerabilities

Cybersecurity and Infrastructure Security Agency

The United States Cybersecurity and Infrastructure Security Agency. Continuously publishes vulnerability advisories, active-threat alerts, industrial control…

United StatesContinuous
Cybersecurity and threats

CrowdStrike Global Threat Report

CrowdStrike

Annual threat-intelligence report from an endpoint protection vendor. Documents tracked threat groups, breakout speeds, the rise of malware-free intrusions an…

WorldAnnual
Cybersecurity and threats

ENISA Threat Landscape

Agence de l'Union européenne pour la cybersécurité

European Union Agency for Cybersecurity. The annual Threat Landscape report ranks the main threat categories, their trends and the sectors targeted across Eur…

EuropeAnnual
Cybersecurity and threats

Mandiant M-Trends

Mandiant (Google Cloud)

Annual intelligence report drawn from Mandiant's incident-response engagements, now part of Google Cloud. Tracks dwell time, initial access vectors and attack…

WorldAnnual
Cybersecurity and threats

MITRE ATT&CK

MITRE Corporation

Open knowledge base of adversary tactics and techniques observed in real attacks. Structures attacker behaviour into a matrix of tactics and techniques, decli…

WorldContinuous
Cybersecurity and threats

Netscout DDoS Threat Intelligence Report

Netscout (Arbor Networks)

Biannual intelligence report on distributed denial-of-service (DDoS) attacks. Measures the volume, frequency, size and vectors of attacks, along with their gr…

WorldSemi-annual
Cybersecurity and threats

NIST Cybersecurity Framework et National Vulnerability Database

National Institute of Standards and Technology

The United States National Institute of Standards and Technology, producer of structuring cybersecurity resources. Maintains the Cybersecurity Framework (CSF)…

WorldContinuous
Cybersecurity and threats

Publications ANSSI et CERT-FR

Agence nationale de la sécurité des systèmes d'information

France's national information security agency. Publishes the annual threat overview, CERT-FR advisories and alerts, hardening guides and provider-qualificatio…

FranceContinuous
Actuarial and technical

Casualty Actuarial Society Research

Casualty Actuarial Society

The learned society of actuaries specialised in property and casualty insurance. Publishes research papers, proceedings and monographs on pricing, reserving a…

United StatesWorldIrregular
Actuarial and technical

Institut des Actuaires Publications

Institut des Actuaires (France)

The professional association of actuaries in France. Publishes dissertations, committee work and technical contributions on pricing, reserving and emerging ri…

FranceIrregular
Actuarial and technical

Institute and Faculty of Actuaries Papers

Institute and Faculty of Actuaries

The professional body of actuaries in the United Kingdom. Publishes research, technical notes and standards across all lines, life, non-life, pensions and cli…

United KingdomWorldIrregular
Actuarial and technical

Society of Actuaries Research

Society of Actuaries

The learned society of actuaries oriented toward life, health, pensions and longevity risk. Publishes research studies, experience tables and work on mortalit…

United StatesWorldIrregular
Sustainable insurance and ESG

Net-Zero Asset Owner Alliance Targets

UN-convened Net-Zero Asset Owner Alliance

An alliance of institutional investors, including insurers, committed to aligning their portfolios with carbon neutrality. Publishes intermediate-target proto…

WorldAnnual
Sustainable insurance and ESG

Principles for Sustainable Insurance

UNEP FI (Programme des Nations unies pour l'environnement, Initiative financière)

The Principles for Sustainable Insurance, an initiative of the United Nations Environment Programme Finance Initiative. Defines a voluntary framework for inte…

WorldAnnual
Sustainable insurance and ESG

Science Based Targets initiative

Science Based Targets initiative

An initiative validating companies' emission-reduction targets against climate science. Defines sectoral methods, including the financial sector and insurance…

WorldContinuous
Sustainable insurance and ESG

TCFD Recommendations (suivi repris par l'ISSB)

Financial Stability Board (TCFD) puis ISSB

A framework for climate-related financial disclosures created by the Financial Stability Board. The taskforce was disbanded in October 2023, with monitoring o…

WorldIrregular
Sustainable insurance and ESG

TNFD Recommendations

Taskforce on Nature-related Financial Disclosures

The Taskforce on Nature-related Financial Disclosures. Develops a reporting framework for nature and biodiversity-related risks and opportunities, transposing…

WorldIrregular
AI and algorithmic risk

AI Incident Database

Responsible AI Collaborative (Partnership on AI)

An open database recording incidents and harms caused or narrowly averted by artificial intelligence systems. Documents each case by description, actors and c…

WorldContinuous
AI and algorithmic risk

AlgorithmWatch Publications

AlgorithmWatch

A non-profit organisation observing the use of automated decision-making systems and their social effects, mainly in Europe. Publishes investigations, case an…

EuropeContinuous
AI and algorithmic risk

OECD.AI Policy Observatory

Organisation de coopération et de développement économiques

The artificial intelligence policy observatory of the Organisation for Economic Co-operation and Development. Centralises national public policies, indicators…

WorldContinuous
AI and algorithmic risk

Stanford HAI AI Index Report

Stanford Institute for Human-Centered AI

The annual report of the Stanford Institute for Human-Centered AI, measuring the state of artificial intelligence. Covers research, technical progress, econom…

WorldAnnual
Catastrophe modelling

CCRIF SPC Annual Reports

Caribbean Catastrophe Risk Insurance Facility SPC

A pooled parametric insurance facility covering Caribbean and Central American states against cyclones, earthquakes and excess rainfall. The annual reports do…

CaribbeanAnnual
Catastrophe modelling

JBA Risk Management

JBA Risk Management

A specialist in global flood-risk modelling. Produces hazard maps and flood loss models by country, along with analyses of climate-driven water risk. A sector…

WorldContinuous
Catastrophe modelling

Karen Clark & Company

Karen Clark & Company

An independent catastrophe-modelling vendor founded by a pioneer of the discipline. Publishes rapid insured-loss estimates after major events and advocates an…

United StatesWorldContinuous
Catastrophe modelling

Moody's RMS

Moody's (RMS)

A catastrophe-modelling vendor integrated into Moody's since the acquisition of Risk Management Solutions. Publishes per-event loss estimates for major events…

WorldContinuous
Catastrophe modelling

PCS Property Claim Services

Verisk (Property Claim Services)

A catastrophe insured-loss estimation service operated by Verisk. Officially designates catastrophe events in the United States and publishes consolidated ind…

United StatesContinuous
Catastrophe modelling

Verisk Extreme Event Solutions

Verisk (anciennement AIR Worldwide)

A vendor of probabilistic models for natural and man-made catastrophes, formerly AIR Worldwide. Publishes per-event insured-loss estimates, season analyses an…

WorldContinuous