Resources

Adoption of AI, Blockchain and other emerging technologies within the European public sector A Public Sector Tech Watch report by EU Commission

AI, Public Interests

Draft Methodology for Human Rights, Democracy and the Rule of Law Impact Assessment for AI Systems by Council of Europe

AI, Data Protection Impact Assessment (DPIA)

A BLUEPRINT FOR GREECE’S AI TRANSFORMATION

AI, Public Interests

Lawsuit Canadian news vs OpenAI

AI, Copyright

Decision of 19 October 2010 pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data in Andorra

Adequacy Decisions

Decision of 30 June 2003 pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data in Argentina

Adequacy Decisions

Decision of 20 December 2001 pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data provided by the Canadian Personal Information Protection and Electronic Documents Act

Adequacy Decisions

Decision of 5 March 2010 pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection provided by the Faeroese Act on processing of personal data

Adequacy Decisions

Decision of 21 November 2003 on the adequate protection of personal data in Guernsey

Adequacy Decisions

Decision of 31 January 2011 pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data by the State of Israel with regard to automated processing of personal data

Adequacy Decisions

Decision of 28 April 2004 on the adequate protection of personal data in the Isle of Man

Adequacy Decisions

Decision (EU) 2019/419 of 23 January 2019 pursuant to Regulation (EU) 2016/679 of the European Parliament and of the Council on the adequate protection of personal data by Japan under the Act on the Protection of Personal Information

Adequacy Decisions

Decision of 8 May 2008 pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data in Jersey

Adequacy Decisions

Decision of 19 December 2012 pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data by New Zealand

Adequacy Decisions

Decision (EU) 2022/254 of 17 December 2021 pursuant to Regulation (EU) 2016/679 of the European Parliament and of the Council on the adequate protection of personal data by the Republic of Korea under the Personal Information Protection Act

Adequacy Decisions

Decision of 26 July 2000 pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data provided in Switzerland

Adequacy Decisions

Decision (EU) 2021/1772 of 28 June 2021 pursuant to Regulation (EU) 2016/679 of the European Parliament and of the Council on the adequate protection of personal data by the United Kingdom (notified under document C(2021)4800)

Adequacy Decisions

Decision (EU) 2021/1773 of 28 June 2021 pursuant to Directive (EU) 2016/680 of the European Parliament and of the Council on the adequate protection of personal data by the United Kingdom

Adequacy Decisions

Decision EU 2023/1795 of 10 July 2023 pursuant to Regulation (EU) 2016/679 of the European Parliament and of the Council on the adequate level of protection of personal data under the EU-US Data Privacy Framework

Adequacy Decisions

Decision pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data by the Eastern Republic of Uruguay with regard to automated processing of personal data

Adequacy Decisions

Decision pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data by the Eastern Republic of Uruguay with regard to automated processing of personal data

Adequacy Decisions

Decision pursuant to Directive 95/46/EC of the European Parliament and of the Council on the adequate protection of personal data by the Eastern Republic of Uruguay with regard to automated processing of personal data

Adequacy Decisions

Assessing Potential Future AI Risks, Benefits, and Policy Imperatives OECD

AI, Risk Management, Technical and Organisational Measures (TOMs)

Reducing Risks Posed by Synthetic Content by NIST

AI, Risk Management, Technical and Organisational Measures (TOMs)

CAIDP Responds to Outcome of U.S. Convening of AI Safety Institutes

AI, Risk Management, Technical and Organisational Measures (TOMs)

First Draft General-Purpose AI Code of Practice by EU Commission

Musk Adds Microsoft to OpenAI Lawsuit, Expanding Antitrust Allegations

AI tools in recruitment by UK ICO

Discussion Paper: Large Language Models and Personal Data by The Hamburg Commissioner for Data protection and freedom of information

AI Management Essentials by Department for Science, Innovation and Technology

UK to Regulate AI Frontier Models with New Legislation in 2025

AI and the audiovisual sector: navigating the current legal landscape by IRIS European Audiovisual Observatory

Harmonised Standards for the European AI Act by EU Commission

AI Principles and Best Practices for Developers and Employers by U.S. DEPARTMENT OF LABOR

Perplexity AI Faces Lawsuit Over Alleged Copyright Violations by Dow Jones and NY Post

AI Toolkit Tracker

Records Management Toolkit Tracker

Data Retention, Personal Data Collection, Records of processing Activities (ROPA)

Artificial Intelligence (AI) Toolkit Tracker – more information about the Toolkit by UK ICO

Records Management Toolkit Tracker – more information about the Toolkit by UK ICO

Data Retention, Personal Data Collection, Records of processing Activities (ROPA)

The State Commissioner for Data Protection and Freedom of Information of Baden-Württemberg discussion paper on “Legal Foundations in Data Protection for the Use of AI”

AI, Lawfulness of Processing, Legitimate Interest, Specific processing situations

Guidelines on Securing AI Systems by The Cyber Security Agency of Singapore (CSA)

AI, Risk Management, Specific processing situations

Japan AI Safety Institute’s “Guide to Red Teaming Methodology on AI Safety”

AI, Specific processing situations

Study Finds ChatGPT Can Perform Biometric Tasks: A Closer Look at Privacy Risks

AI, Sensitive Data

Recommendations for the use of AI coding assistants by ANSSI and BSI

AI, Specific processing situations

Case C‑21/23 CJEU (full text in german)

Controllers and Processors, Data Breaches, Health Data, Lawfulness of Processing, Principles, Sensitive Data

Press Release No 159/24 on Judgment of the Court in Case C-21/23 CJEU

Controllers and Processors, Data Breaches, Health Data, Lawfulness of Processing, Principles, Sensitive Data

AIPact by the European Artificial Intelligence Office

AI, Data Subjects Rights, Specific processing situations

Manipulative, Deceptive, and Exploitative AI Systems report by the Dutch DPA

AI, Lawfulness of Processing, Specific processing situations

Cyber Threat Modelling for Risk Assessment by CSB

Risk Management, Technical and Organisational Measures (TOMs)

Chief Information Security Officer_ HANDBOOK

Risk Management

FTC Targets Deceptive AI Claims with Operation AI Comply

AI, Lawfulness of Processing

OpenAI, Microsoft, and Amazon Join EU’s AI Pact to Shape Future Regulations

California Governor Vetoes AI Safety Bill

“AI & Algorithmic Risks Report” by Dutch Data Protection Authority

AI, Risk Management, Specific processing situations

National Strategy on AI by Sri Lanka

AI, Lawfulness of Processing, Specific processing situations

The Future of European Competitiveness by EU Commission

AI, New technology, Specific processing situations

Belgian DPA General Secretariat Artificial intelligence systems and the RGPD from a data protection perspective

AI, Lawfulness of Processing, Principles, Specific processing situations, Transparency

Tech Giants Sign Open Letter Urging “Regulatory Certainty on AI” in Europe

LinkedIn Used User Data for AI Training Before Updating Its Terms

AI, Data Sharing, Data Subjects Rights, Lawfulness of Processing

Case C 203/22 on AI and automated decisions, the right of access under the GDPR, and the protection of trade secrets

AI, Automated Decision-making, Controllers and Processors, Specific processing situations

Artificial Intelligence and Machine Learning in Health Care and Medical Sciences Best Practices by Pitfalls Gyorgy J. Simon Constantin Aliferis Springer

AI, Health Data, Principles, Sensitive Data, Specific processing situations

NIST Special Publication NIST SP 800-221A_Information and Communications Technology (ICT) Risk Outcomes Integrating ICT Risk Management Programs with the Enterprise Risk Portfolio

Risk Management

Report of the work undertaken by the ChatGPT Taskforce by EDPB

AI, Specific processing situations

Recommendations 01/2021 on the adequacy referential under the Law Enforcement Directive |EPDB

Adequacy Decisions, Data Transfers

Rethinking Privacy in the AI Era | White Paper by Stanford University

AI, Specific processing situations

A pro-innovation approach to AI regulation by UK ICO

AI, Specific processing situations

Datenschutzkonforme Künstliche Intelligenz Checkliste mit Prüfkriterien nach DS-GVO

AI, Specific processing situations

Analysis of the final compromise text of the EU AI Act with a view to agreement by the Belgian Presidency

AI, Specific processing situations

DRAFT RISK ASSESSMENT REGULATIONS FOR CALIFORNIA PRIVACY PROTECTION AGENCY

Risk Management

[PROPOSAL 2024] EU AI ACT

AI, Specific processing situations

Generative AI framework for HM Government by the UK Central Digital and Data Office

AI, Specific processing situations

Artificial Intelligence Strategy of the CJEU

AI, Specific processing situations

Report on the first review of the functioning of the adequacy decisions adopted pursuant to Article 25(6) of Directive 95/46/EC

Adequacy Decisions, Data Transfers

Interim Report – Governing AI for Humanity by UN AI Advisory Body

AI, Specific processing situations

AI fairness in practice by the Alan Turing Institute

AI, Specific processing situations

Case T-1077/23

AI, Copyright, Specific processing situations

[DRAFT] FRAMEWORK CONVENTION ON ARTIFICIAL INTELLIGENCE, HUMAN RIGHTS, DEMOCRACY AND THE RULE OF LAW

AI, Specific processing situations

The NYT vs OpenAI and Microsoft

AI, Copyright, Specific processing situations

European Commision press release on AI Act Agreement

AI, Specific processing situations

New rules for Artificial Intelligence – Questions and Answers by the European Commision

AI, Specific processing situations

Proposal for a REGULATION OF THE EUROPEAN PARLIAMENT AND OF THE COUNCIL LAYING DOWN HARMONISED RULES ON ARTIFICIAL INTELLIGENCE (ARTIFICIAL INTELLIGENCE ACT)

AI, Specific processing situations

AI Act Provisional Agreement Press Release

AI, Specific processing situations

PRACTICAL GUIDANCE FOR THE USE OF GENERATIVE ARTIFICIAL INTELLIGENCE IN THE PRACTICE OF LAW by State Bar of California

AI, Specific processing situations

Advancing Governance, Innovation, and Risk Management for Agency Use of Artificial Intelligence (PROPOSED MEMORANDUM )

AI, Specific processing situations

The impact of the General Data Protection Regulation (GDPR) on artificial intelligence by the EU Parliamnet

AI, Specific processing situations

Guidelines for secure AI system development by UK NCSC and US CISA

AI, Specific processing situations

Benefits and Risks of Generative Artificial Intelligence Report by the State of California

AI, Specific processing situations

COMMON GUIDEPOSTS TO PROMOTE INTEROPERABILITY IN AI RISK MANAGEMENT | German Ministry of labor and social Affairs

AI, Specific processing situations

Generative AI: The Data Protection Implications by CEDPO

AI, Specific processing situations

Global Toolkit on AI and the Rule of Law for the Judiciary by UNESCO

AI, Specific processing situations

AI Privacy Policy template

AI, Specific processing situations

AI and Data Protection Risk Toolkit by UK ICO

AI, Controllers and Processors, Data Protection Impact Assessment (DPIA), Specific processing situations

Executive Order on the Safe, Secure, and Trustworthy Development and Use of Artificial Intelligence by the US President

AI, Specific processing situations

Automated Decision-Making Under the GDPR by the FPF

AI, Automated Decision-making, Controllers and Processors, Specific processing situations

AI How-to Sheets by CNIL

AI, Specific processing situations

Description of the dataset template by CNIL

AI, Specific processing situations

Opinion 44/2023 on the Proposal for Artificial Intelligence Act in the light of legislative developments

AI, Specific processing situations

Artificial intelligence and the Information Privacy Principles by the Privacy Commisioner (New Zealand)

AI, Specific processing situations

How to use AI and personal data

AI, Specific processing situations

Public Benefit and Privacy Panel for Health and Social Care (Guidance for applicants)

Health Data, Principles, Sensitive Data

Voluntary AI Safety Standard by the Australian Government

AI, Specific processing situations

Safe and responsible AI in Australia Proposals paper for introducing mandatory guardrails for AI in high-risk settings by Australian Government

AI, Specific processing situations

Global Approaches to Auditing Artificial Intelligence by IPIE

AI, Specific processing situations

Artificial Intelligence Security Governance Framework 1.0 by China Cybersecurity Standardization Technical Committee

AI, Specific processing situations

Multidisciplinary Perspectives on Artificial Intelligence and the Law by Springer

AI, Specific processing situations

UNESCO: Consultation paper on AI Regulation

AI, Lawfulness of Processing, Public Interests, Specific processing situations

Saudi Data & Artificial Intelligence Authority: Rules governing the appointment of Personal DPOs under the Kingdom of Saudi Arabia’s (KSA) Personal Data Protection Law (PDPL)

AI, Specific processing situations

NSW report: Artificial intelligence in New South Wales

AI, Specific processing situations

Briefing EU Legislation in Progress by EPRS on AI Act

AI, Specific processing situations

Effective Cyber Risk Management: A best practice governance guide for digitally secure and resilient organisations by Governance Institute of Australia

Risk Management, Technical and Organisational Measures (TOMs)

Noyb Complaint Case: C-082-01 to EU Data protection Supervisor against EU Parliament

Controllers and Processors, Data Breaches, Public Administrative Body

ON THE ANTITRUST IMPLICATIONS OF EMBEDDING GENERATIVE AI IN CORE PLATFORM SERVICES BY SSRN

AI, Specific processing situations

South Africa National Artificial Intelligence Policy Framework

AI, Specific processing situations

Policy for the responsible use of AI in government by Australian Government

AI, Data Processing by the Government, Specific processing situations

Consumer Protection in respect of Use of Generative Artificial Intelligence by Hong Kong Monetary Authority

AI, Specific processing situations

The State of Artificial Intelligence in the Pacific Islands

AI, Specific processing situations

Proposal for a DIRECTIVE OF THE EUROPEAN PARLIAMENT AND OF THE COUNCIL on adapting non-contractual civil liability rules to artificial intelligence (AI Liability Directive)

AI, Liability and Remedies, Specific processing situations, Supervisory Authorities

Noyb Complaint Case: C-082-02 to EU Data protection Supervisor against EU Parliament

Controllers and Processors, Data Breaches, Public Administrative Body

Securing Artificial Intelligence: Mitigation Strategy Report by ETSI

AI, Specific processing situations

Data protection compliant AI by Bavarian State Office for Data protection Supervision

AI, Specific processing situations

Responsible AI Governance in Africa: Prospects for Outcomes Based Regulation by African Observatory on Responsible AI

AI, Specific processing situations

Statement 3/2024 on data protection authorities’ role in the Artificial Intelligence Act framework by EDPB

AI, Specific processing situations

Confidential Computing and Privacy: Policy Implications of Trusted Execution Environments by Future of Privacy Forum

AI, Specific processing situations

Formal Opinion 512 on Generative Artificial Intelligence Tools by AMERICAN BAR ASSOCIATION

AI, Specific processing situations

National framework for the assurance of artificial intelligence in government by the Australian, state and territory governments

AI, Specific processing situations

Relying on the legal basis of legitimate interest to develop an AI system by CNIL

AI, Specific processing situations

Generative AI Controls Framework Safe, Secure, and Compliant AI Adoption Approach Whitepaper by IBM

AI, Specific processing situations

Patent Landscape Report on Generative AI by WIPO

AI, Specific processing situations

Discussion Paper: Large Language Models and Personal Data by The Hamburg Commissioner for Data protection and freedom of information

AI, Specific processing situations

Data protection impact assessment for AI Solutions by Danish DPA

AI, Controllers and Processors, Data Protection Impact Assessment (DPIA), Specific processing situations

Mobilizing the legal basis of legitimateinterest to develop an AI system by CNIL

AI, Specific processing situations

Artificial Intelligence and Algorithms in Risk Assessment by the European Labour Authority

Risk Management

Orientations for ensuring data protection compliance when using Generative AI systems by EDPS

AI, Specific processing situations

GDPR & Generative AI A Guide for Customers by Microsoft

AI, Specific processing situations

Risk and control for artificial intelligence and machine learning systems by Cybernetica

AI, Specific processing situations

Governance of artificial intelligence (AI) by House of Commons UK

AI, Specific processing situations

DECISION OF THE INFORMATION COMMISSIONER Snap Inc. and Snap Group Limited

AI, Specific processing situations

Artificial intelligence (AI) and human rights: Using AI as a weapon of repression and its impact on human rights by EU Parliament

AI, Specific processing situations

Neurodata risks report by EDPS and Spanish DPA

AI, Specific processing situations

Case 4:23-cv-01110-P AHA v. Bacerra

Health Data, Principles, Sensitive Data

Orientation guide of the Conference of Independent Federal and State Data Protection Supervisory Authorities by the German Data Protection Conference (DSK)

AI, Specific processing situations

GDPR & GENERATIVE AI – A GUIDE FOR THE PUBLIC SECTOR BY MICROSOFT

AI, Specific processing situations

Convention on AI, Human Rights, Democracy and the Rule of Law – by the Council of Europe (draft)

AI, Specific processing situations

Report of the work undertaken by the ChatGPT Taskforce bg EDPB

A Guide to ICO Audit Artificial Intelligence (AI) Audits by UK ICO

AI, Specific processing situations

Guideline on the massive collection of personal data from the web for the training of generative artificial intelligence (GenAI) models by the Italian Data Protection Authority (Garante)

AI, Data scraping, Specific processing situations

Information note by EDPB on data transfers under the GDPR to the United States after the adoption of the adequacy decision on 10 July 2023

Adequacy Decisions, Data Transfers

EDPB-EDPS Joint Opinion 5/2021 on the proposal for a Regulation of the European Parliament and of the Council laying down harmonised rules on artificial intelligence (Artificial Intelligence Act)

AI, Specific processing situations

Opinion 14/2021 regarding the European Commission Draft Implementing Decision pursuant to Regulation (EU) 2016/679 on the adequate protection of personal data in the United Kingdom |EPDB

Adequacy Decisions, Data Transfers

Opinion 15/2021 regarding the European Commission Draft Implementing Decision pursuant to Directive (EU) 2016/680 on the adequate protection of personal data in the United Kingdom |EDPB

Adequacy Decisions, Data Transfers

Opinion 32/2021 regarding the European Commission Draft Implementing Decision pursuant to Regulation (EU) 2016/679 on the adequate protection of personal data in the Republic of Korea |EDPB

Adequacy Decisions, Data Transfers

Information Note by EDPB on the redress mechanism for EU/EEA individuals in relation to alleged violations of U.S. law with respect to their data collected by U.S authorities competent for national security

Adequacy Decisions, Data Transfers

EU-US Data Privacy Framework Template Complaint Form for Submitting Commercial Related Complaints to EU DPAs by EDPB

Adequacy Decisions, Data Transfers

Generative Artificial Intelligence Risk Assessment by State of California Department of Technology

AI, Risk Management, Specific processing situations

Report and Recommendations of the New York State Bar Association Task Force on Artificial Intelligence

AI, Specific processing situations

Perspectives on Issues in AI Governance by Google

AI, Specific processing situations

Deploying AI Systems Securely by NSA

AI, Specific processing situations

Opinion 32/2021 regarding the European Commission Draft Implementing Decision pursuant to Regulation (EU) 2016/679 on the adequate protection of personal data in the Republic of Korea |EPDB

Adequacy Decisions, Data Transfers

EDPB-EDPS Joint Opinion 1/2022 on the Proposal for a Regulation of the European Parliament and of the Council amending Regulation (EU) 2021/953 on a framework for the issuance, verification and acceptance of interoperable COVID-19 vaccination, test and recovery certificates (EU Digital COVID Certificate) to facilitate free movement during the COVID-19 pandemic |EPDB

Health Data, Principles, Sensitive Data

EDPB-EDPS Joint Opinion 03/2022 on the Proposal for a Regulation on the European Health Data Space

Health Data, Principles, Sensitive Data

Opinion 5/2023 on the European Commission Draft Implementing Decision on the adequate protection of personal data under the EU-US Data Privacy Framework |EPDB

Adequacy Decisions, Data Transfers

Personal data breaches in the health sector: how to avoid them (and how to deal with them when they happen) by the UK ICO

Data Breaches, Health Data

Human rights Impact Assessments for AI by Access Now

AI, Data Protection Impact Assessment (DPIA)

GenAI and data protection: how organisations and their employees can use it appropriately and lawfully

AI, Employment

Joint statement on data scraping and the protection of privacy

Personal Data Collection

Guidance on ai and data protection 2.0 | UK ICO

COMMISSION IMPLEMENTING DECISION of 10.7.2023 pursuant to Regulation (EU) 2016/679 of the European Parliament and of the Council on the adequate level of protection of personal data under the EU-US Data Privacy Framework

Adequacy Decisions, Data Transfers

Artificial Intelligence Risk Management Framework (AI RMF 1.0) by NIST

Recommendations for companies planning to use Cloud computing services by CNIL

Cloud Services

Data Protection Code of Conduct for Cloud Infrastructure Service Providers

Cloud Services

Elaboration of the Code of Conduct for Cloud Infrastructure Service Providers (CNIL)

Cloud Services

Guidelines 04/2020 on the use of location data and contact tracing tools in the context of the COVID-19 outbreak

Health Data

Guidelines 03/2020 on the processing of data concerning health for the purpose of scientific research in the context of the COVID-19 outbreak

Health Data

Telegram CEO’s Arrest Sparks Debate on Privacy vs. Regulation

Personal Data Collection, Technical and Organisational Measures (TOMs)

AI Meets Media: OpenAI Secures Another Multi-Year Deal with Media Giant

AI models collapse when trained on recursively generated data

AI, Specific processing situations

The government-wide vision on Generative Al of the Netherlands

AI, Data Processing by the Government, Specific processing situations

AI Possible Risks & Mitigations Optical Character Recognition by EDPB

AI, Controllers and Processors, Data Protection Impact Assessment (DPIA), Specific processing situations

AI Possible Risks & Mitigations Named Entity Recognition by EDPB

AI, Controllers and Processors, Data Protection Impact Assessment (DPIA), Specific processing situations

AI system development: CNIL’srecommendations to comply with the GDPR

AI, Specific processing situations

AI Auditing Checklist for AI Auditing by EDPB

AI, Specific processing situations

AI, DATA GOVERNANCE AND PRIVACY SYNERGIES AND AREAS OF INTERNATIONAL CO-OPERATION BY OECD

AI, Specific processing situations

Supervision of AI systems in the EU by Dutch DPA and RDI (english)

AI, Specific processing situations

Statement on the interplay between AI Act and GDPR for private sector by the The Austrian DPA

AI, Specific processing situations

AI Development Recommendations to Ensure GDPR Compliance by CNIL

AI, Specific processing situations

The Colorado AI Act “Senate Bill SB24-205”

AI, Specific processing situations

Artificial Intelligence Risk Management Framework by NIST: Generative Artificial Intelligence Profile

AI, Risk Management, Specific processing situations

Rules of Procedure by EDPB on the cooperation and respective roles of national SAs and the EDPB Secretariat regarding the submission of complaints in the redress mechanism available to EU individuals in relation to alleged violations of U.S law with respect to their data collected by U.S. authorities competent for national security

Adequacy Decisions, Data Transfers, Risk Management

Rules of Procedure for the “Informal Panel of EU DPAs”according to the EU-US Data Privacy Framework by EDPB

Adequacy Decisions, Data Transfers

Template Complaint Form to the U.S. Office of the Director of National Intelligence’s Civil Liberties Protection Officer (CLPO) by EDPB

Adequacy Decisions, Data Transfers

Privacy, seriously by the UK ICO

AI, Privacy by Design, Product Privacy Design

AI and Data Protection risk toolkit by the UK ICO

AI, Data Protection Impact Assessment (DPIA)

Building a Cybersecurity and Privacy Learning Program | NIST | Initial Public Draft

Data Breaches, Employment, Risk Management, Technical and Organisational Measures (TOMs)

ANAF Case C‑201/14, 1 October 2015

Automated Decision-making, Data Sharing, Data Transfers, Public Administrative Body

Board of Directors Handbook for Cloud Risk Governance | Google

Risk Management

The EDPB data protection guide for small business

AI, Risk Management

Approach to Data Spaces from GDPR Perspective (AEPD)

Data Spaces, Risk Management