Quality is vital for AI model development as well as for deployment of AI products and services in a process context. AI model development depends on data quality whereas AI systems deployment is dependent on process design & process quality. AI model development and AI product and services deployment must

To anyone interested in banking management and governance, risk & compliance (GRC) from a stakeholder point of view, I herewith provide a list of my ProcessHorizon blog posts from March 2023 until May 2024. Real-time monitoring of transactional data for AI-driven banks https://blog.processhorizon.com/ghost/#/editor/post/663dddd038c9865bc20e7063

Financial engineering is a multidisciplinary field that applies mathematical, statistical and computational techniques to solve problems in finance. It involves designing and implementing innovative financial instruments, strategies, and processes to achieve specific financial goals, such as managing risk, optimizing investment portfolios and enhancing returns. 1. Risk Management: Developing methods to

A personal cash flow statement provides an overview of the cash inflows and outflows over a specific period, usually monthly or annually. It helps individuals understand how much cash is being generated and where it is being spent, aiding in budgeting and financial planning. Cash Inflows 1. Salary and Wages

A personal life income statement, also known as a personal income and expense statement, summarizes an individual's financial performance over a specific period (usually monthly or annually). It includes revenues (income) and costs (expenses). Revenues (Income) 1. Salary and Wages * Gross salary from employment * Bonuses * Overtime pay * Commissions

A personal life balance sheet is a financial statement that summarizes an individual's financial position at a given point in time. It includes three main components: assets, liabilities and equity. Assets (savings & property) 1. Current Assets * Cash and Cash Equivalents: * Cash on hand * Checking accounts * Savings accounts

Eine Einheitskrankenkasse mit einheitlichen Prozessen bietet zahlreiche Potenziale für den Einsatz von Künstlicher Intelligenz (KI), die sowohl die Effizienz des Systems erhöhen als auch die Qualität der Gesundheitsversorgung verbessern können. 1. Datenanalyse und Prävention * Großflächige Gesundheitsdatenanalyse: KI kann große Mengen an Gesundheitsdaten analysieren, um Muster und Trends zu erkennen. Diese

To ensure compliance with the EU Artificial Intelligence Act (EU AI Act), organizations need to implement several processes, practices and governance structures. These processes are designed to meet the requirements laid out in the act and to ensure that AI systems are developed, deployed and operated in a way that

Transparency in AI products & services is essential to promote trust, accountability and ethical use of AI technologies. To identify and assess potential risks from the deployment of AI algorithms in AI products and service, it is vital to understand its process context. A SIPOC (Suppliers > Inputs > Process

The pervasive use of AI agents in the banking ecosystems poses new risks to banks as for example financial losses by erroneous algorithms, compliance violations by incorrect transactions, data integrity issues, operational disruptions, reputational damage and legal & regulatory consequences. To prevent errors compounding in a short time, ongoing automated

Providing regulators with dynamic access to relevant data and analytics tools to support their oversight activities in an AI-driven financial services universe can offer material benefits and cost savings to banks and regulatory bodies. Benefits & cost savings to Financial Institutions 1. Enhanced Regulatory Compliance: By providing regulators with access

AI both poses challenges and offers opportunities for media literacy. Educating individuals to navigate and critically engage with AI-mediated media environments is essential for fostering informed and responsible media consumption and production. 1. Filtering and Recommendation Algorithms: AI-powered algorithms determine what content users see on social media platforms, search engines

On top of a bank's holistic risk management as outlined in my SIPOC process map, several regulative measures could be implemented to help prevent future bank failures. 1. Enhanced Capital Requirements: Regulators can mandate higher capital adequacy ratios for banks, ensuring they have sufficient capital buffers to absorb

A SIPOC (Suppliers > Inputs > Process > Outputs > Customers) process model with a SIPOC process map is particularly valuable as an enabler for transformational AI change projects, especially when developing and deploying new AI products or services. 1. Clarity and Scope Definition                                                                                   The SIPOC model helps provide a

A responsible and sustainable banking strategy should be reflected in an inclusive business model and enacted by stakeholder oriented business processes. 1. Ethical Banking Practices * Implement strict ethical guidelines for all banking activities, including lending, investments and financial products. * Avoid investments in industries or companies that harm the environment, violate

An agency model for AI products & services involves the structure and processes by which an organization delivers and manages its artificial intelligence offerings. Safeguarding human agency in the age of AI involves implementing measures and strategies as well as a stakeholder oriented SIPOC process model to ensure that individuals

Francis Bacon's famous assertion "Knowledge is power" takes on a renewed significance with the emergence of technologies like ChatGPT. In the contemporary landscape, the synergy of big data and AI algorithms transcends traditional notions, transforming knowledge into actionable insights. With the advent of GenAI, fewer human

Implementing a VAT system for AI products and services requires a balance between promoting innovation and ensuring fair taxation. To this end thresholds or exemptions for small businesses or low-value transactions should be defined. This VAT process framework outlines some conceivable VAT tax basis options for AI products and services.

The UN-backed Global Digital Compact is a policy framework for digital relations worldwide: https://www.un.org/techenvoy/global-digital-compact The Global Digital Compact addresses six key aspects: 1. Connectivity * Develop and implement policies to ensure universal internet access * Facilitate the deployment of digital tools in schools and communities 2. Internet

The ISO/IEC standard 42001:2023 published in December 2023 provides requirements for establishing, implementing, maintaining and continually improving an Artificial Intelligence Management System (AIMS) within the context of an organization. Its purpose is to ensure responsible development and use of AI systems for organizations providing or utilizing AI-based products

Zertifizierungsstellen müssen von der Schweizerischen Akkreditierungsstelle (SAS) akkreditiert sein. Die Zertifizierungsstelle muss ein Zertifizierungsprogramm für die Zertifizierung von Managementsystemen einerseits und von Produkten, Dienstleistungen und Prozessen andererseits erstellen. Nachstehend denkbare Anforderungen und Prüfkriterien im Prüfprogramm für zu zertifizierende Gegenstände bzw. Datenschutzprodukte oder -dienstleistungen für die Datenschutzzertifizierung: 1. Datenschutzerkl

The main goals of a circular economy are centered around sustainability, resource efficiency and minimizing environmental impact. In a circular economy, the traditional linear model of "take, make, dispose" is replaced with a closed-loop system where resources are used more efficiently and waste is minimized. 1. Minimize Waste:

Financial literacy refers to the ability to understand and use various financial skills, including personal financial management, budgeting and investing. It involves having the knowledge and skills to make informed and effective decisions about money. A financially literate individual is equipped to manage their personal finances, make wise investment choices,

Misinformation and disinformation were identified as the most severe global risk over the next two years by the World Economic Forum WEF. Detecting misinformation and disinformation generated by AI poses additional challenges as AI-generated content can mimic human-generated content more convincingly. The process involves a combination of technological solutions, human

The value chain of a financial institution encompasses a series of activities and processes involved in delivering financial products and services to customers. 1. Operational Risks * Internal Processes:      Inefficiencies, errors, or breakdowns in internal processes, such as transaction processing could lead to operational failures. * Technology Risks:      Reliance on technology systems