Competing in the Age of AI Practice Test

These questions are part of the practice quiz. Start practicing

• Which is a common pitfall of color use in data visualization?
• An Analytics Leader is best described as someone who:
• Which option correctly describes the AI-Driven Operating Model?
• Which bias involves relying on the first information encountered when making decisions?
• What does the Capability foundations principle emphasize, including a new role for the data and analytics product manager?
• Which analytics category answers 'What should we do' by recommending actions such as dynamic pricing or optimal supply chain routes?
• What does a Private API require?
• Which analytics category answers 'Why it happened' by examining causal inference versus correlation?
• Generative AI is primarily known for...
• Which of the following best describes commonly cited criteria for establishing causation?
• Which issue involves using data that may be incomplete, inconsistent, or uncertain, especially during fast-changing situations, without communicating these limitations?
• Which dimension of the AI Operating Model increases adaptability by combining modular components across regions?
• Which habit refers to overlooking key statistical details to make an argument appear stronger?
• What describes misreading charts?
• The critical path concept in AI-enabled delivery focuses on what?
• Which use case is associated with AI's impact on marketing?
• AI-Driven Firms: Operating Model Advantage states that...
• In platform competitive advantage, which role is most central?
• Which statement best describes the relationship between tactical and strategic AI usage?
• Which of the following is a recommended tactic to reduce hallucination by grounding outputs?
• Which scenario most directly increases Buyer Power in Porter's framework?
• Which Prompt Refinement Pattern asks the model to reveal its reasoning before answering?
• What is a key strength of LLMs relative to rule-based systems?
• Which of the following is NOT part of the typical machine learning process?
• Which augmentation learns from user context to tailor responses by role, history, or task?
• Which term refers to a central repository that tracks analytics use cases from idea to deployment?
• Historical bias is defined as which of the following?
• Which of the following is a data source type?
• Which research method aims to identify trends, patterns, and outcomes in data?
• What does Few-Shot In-Context Learning enable in large language models?
• In AI framing, which factor strengthens the threat of new entrants?
• Autopilots are defined as which combination?
• What is a key feature of Quarto?
• Which statement about AI-Driven Firms: cost is correct?
• Which statement best describes Weak AI?
• Outlier bias is characterized by which of the following?
• What term describes relying on insights from data rather than intuition for decision making?
• In the attention mechanism, which part of the input is recalled most reliably?
• Which concept involves judging a phenomenon against a threshold chosen without clear justification?
• What mistake involves overlooking key statistical details, causing an argument to appear stronger than warranted?
• Which statement best describes Public APIs?
• The Iteration Workflow comprises which sequence of steps?
• Accessibility in AI tools refers to what?
• Which data maturity area addresses structuring data talent models for scalable analytics?
• Scope Economies refer to efficiencies gained by...?
• Which statement about Augmented Analytics is correct?
• Which statement best describes an AI Factory in the AI operating model?
• Augmented Analytics: People focuses on what core element?
• Which of the following is a challenge with data acquisition?
• Which Prompt Refinement Pattern encourages internal evaluation by the model after generating an answer?
• Which area is not listed as an AI impact in the material?
• Which statement best describes Scale Economies in AI-enabled operations?
• Which data source type provides real-time feeds?
• Color scales are used to represent what type of data?
• Which principle covers privacy, bias, security, and ethics, managed jointly by legal, research, and product?
• Cross-Modal Embeddings connect multiple modalities by what principle?
• Which statement best describes Augmented Analytics?
• Measurement Bias is best described as which of the following?
• Indirect Network Effects occur when value increases as participation grows on the other side of the platform.
• Fixed-Rule, High-Confidence Augmentation is described as which of the following?
• Experimentation & Learning refers to what?
• Publication Bias occurs at the literature level when what happens?
• Strong AI (AGI) is defined as...
• In AI framing, which factor contributes to Supplier Power?
• Which term describes the use or presentation of scientific studies in a way that undermines public understanding or trust?
• Under the AI Operating Model, which approach is associated with 'Learning'?
• AI in Business: Recommendation systems are described as enabling what?
• Which statement describes preserving critical context by external memory or notes?
• Prompting Paradigm refers to:
• Which statement best describes a Data Hub in an enterprise data strategy?
• Which of the following is NOT a core facet of The Irresistible Digital Bicycle?
• AI-Driven Firms: Competitive Collision contends that traditional firms face threats from...
• What is the role of Transformers in AI models?
• Which term describes accessible, high-quality, well-organized data pipelines that AI systems can learn from?
• Which statement best describes Data Reactive maturity?
• Anchoring bias is defined as which of the following?
• Which statement characterizes strategic use of AI?
• AI framing for Substitutes: Which statement is correct?
• In a scenario where a platform removes traditional distributors to connect producers directly with consumers, this is an example of:
• Which statement correctly contrasts Analytics User and Analytics Translator?
• Data Maturity: People focuses on which of the following?
• In the AI business model, which item is part of Value Creation?
• Which statement best distinguishes a Data Hub from an AI Factory?
• Which term describes the act of linking two or more networks through a single platform?
• Data Maturity: Infrastructure is concerned with which aspect?
• Perceived solvability is best described as which idea?
• Which concept involves gaining an edge through smarter operations, marketing, customer targeting, or innovation?
• In Healthcare & AI, which factor is listed as a challenge?
• Disintermediation refers to:
• What is the primary benefit of small, fast experiments?
• Which term describes a central repository that tracks analytics use cases from idea to deployment?
• In an AI-Driven Operating Model, what is the role of user interactions?
• Which factor is described under the AI Operating Model's Scale dimension?
• Augmented Analytics: Business task describes work focused on which?
• Network Bridging is defined as:
• Which elements define the Traditional Operating Model?
• Under Architectural clarity, how should data be treated within the future operating architecture?
• Inherent bias is best described as which of the following?
• In the Data Acquisition Process, which step involves converting analog signals to digital format?
• Which augmentation uses GenAI/LLMs in interactive assistants?
• Multihoming is best described as:
• Which role is defined as technical experts building and maintaining analytics solutions?
• Data-driven vs insight-driven: Which description is correct?
• Cross-modal embeddings enable connections between modalities in a shared vector space by semantic meaning.
• Analytics Use-Case Approach describes stages from idea to product.
• Which component is the first element in the Six-Part Prompt Skeleton?
• What term describes selecting only data points that support a conclusion while ignoring contradictory data?
• Which statement about R Markdown is true?
• A token in this context is best described as?
• What is the main difference between API and Web Scraping?
• Which industry is NOT listed among the industries most impacted by AI-driven transformation?
• Which statement best describes the relationship between Traditional Operating Model and AI-Driven Operating Model?
• Which of the following is NOT one of the Five Traits of Effective Augmented Analytics?
• What does AI bring to business?
• Which factor is identified as a driver of why businesses are transforming?
• Which is a traditional driver of Threat of New Entrants?
• In a platform business, which statement best describes competitive advantage?
• Which description best fits the Analytics User role?
• Which scenario best illustrates false causal claims?
• Which option is a method for model customization that focuses on adjusting prompts and inputs rather than training the model parameters?
• Which statement describes Unsupervised Learning / Self-Supervised Learning?
• What best describes Learning Effects in platform ecosystems?
• Which capability is described as enabling automated financial trading?
• AI's Impact: Operations includes which capabilities?
• Which concept best describes the 'Learning' component of the AI Operating Model?
• What best describes hallucinations in language models?
• Which statement best defines predictive AI?
• What describes agility as a competitive advantage?
• AI Threat of Substitutes: AI framing includes which option?
• Which formula represents Value Capture and Sharing in the AI business model?
• Which definition best captures Appropriability?
• Which maturity level features enterprise-wide data literacy and decentralized analytics ownership?
• Which goal focuses on improving efficiency, productivity, and outcomes using measurable evidence?
• Which element is associated with Value Capture and Sharing in the AI Business Model?
• Which of the following is a primary application of web scraping?
• Which statement differentiates a Large Language Model from a standard Language Model?
• AI's Impact: Healthcare includes which capabilities?
• Which term best describes an organization's ability to adopt, implement, and scale AI technologies to enhance operations, decision-making, and value creation?
• Forecasting future trends or behaviors is best described by which term?
• What best defines Generative AI?
• Which concept refers to metrics that indicate whether business goals are being achieved?
• Which element is a characteristic of the AI Operating Model's Scale dimension?
• In the Capability foundations principle, which new role is introduced?
• Which term describes Executives who understand AI's strategic importance and invest accordingly?
• Which option best describes the data foundation of the Data-Driven Workflow?
• Which statement correctly defines Selection Bias?
• Chain-of-Thought Prompting involves:
• What is an API Key?
• The Curve in AI-Driven Firms includes which statements?
• Which analytics type focuses on explaining why events occurred by distinguishing causation from correlation?
• Which statement about token pricing models is true?
• Which principle emphasizes strategic clarity and long-term commitment, avoiding a spun-off AI division?
• What is the primary purpose of a Center of Excellence in analytics?
• Leadership Commitment refers to what?
• Which analytics type focuses on describing what happened using reports and visualizations?
• Which concept refers to using data, statistical analysis, and predictive modeling to gain a strategic advantage over competitors?
• Which feature is associated with R Markdown?
• Which of the following describes Role-based Prompting?
• What does structured note-taking entail?
• AI's Impact: Marketing includes which activities?
• In a continuous learning approach, how are experimentation results used?
• Which architectural approach involves modular, specialized sub-agents?
• Direct Network Effects occur when value increases as more users join the same side of the platform.
• Which principle ensures everyone understands the future operating architecture, with data integrated across applications or catalogued with clear standards?
• Which strategy most effectively increases platform value by fostering ecosystem participation?
• Which element is included in the Six-Part Prompt Skeleton?
• What capability distinguishes Multimodal Large Language Models from text-only models?
• Which use case involves gathering academic and market research?
• Transformative Impact of AI implies what?
• In Healthcare & AI governance, which factor is included?
• Which AI archetype is primarily used for text analysis, search, summarization, and sentiment tasks?
• Which concept describes AI-enabled firms scaling with near-zero marginal cost through algorithmic execution?
• In a Data-Driven Workflow, what step directly follows training?
• Digital Infrastructure refers to what?
• Which stage is a demonstration project proving the value of analytics-based decisions, usually in one function?
• Which term describes having the cloud platforms, computing power, and integration tools to support AI systems?
• What cultural shift is encouraged by learning?
• Which research method focuses on explaining behavior by investigating causal relationships?
• Which statement best exemplifies the One Strategy principle?
• Which capability best describes prescriptive AI?
• Augmented Analytics: Technology focuses on which elements?
• Availability bias is defined as which of the following?
• What is the primary focus of a data-driven approach?
• The Multidisciplinary governance principle focuses on which areas?
• What is context rot?
• Which statement describes Sample Bias?
• Which item is listed as a factor affecting appropriability?
• AI's Impact: Finance includes which capabilities?
• Which practice improves accessibility for viewers with color-vision deficiency?
• Which concept explains that a correlation between two variables does not prove that one causes the other?
• Which augmentation focuses on supporting human decision-making with predictions, benchmarks, and visualization?
• Which is best for gauging public opinion?
• Data Maturity: Tools refers to which of the following?
• Which term describes the learning component of the AI operating model?
• Which AI archetype is associated with text-to-code, automated reports, and conversational queries?
• Which capability describes Conversational AI?
• Which term describes teams with AI/ML skills and a culture that supports experimentation, agility, and data-driven decision-making?
• Which term describes external developers creating apps or services that extend a platform's value?
• Which description best captures a false causal claim?
• Which industry is listed as among industries most impacted by AI-driven transformation?
• Which description best defines Supervised Learning?
• What does Reinforcement Learning with Human Feedback (RLHF) involve?
• Modern AI Tools includes which item?
• Which of the following is NOT listed as a decision factor when choosing a model?
• Which statement describes a Pilot?
• Augmented Analytics: Better way describes making decisions how?
• Which data source type is data collected directly for a specific purpose?
• Data Progressive maturity is best described as which of the following?
• Which statement best describes how strategic choices are validated in a data-informed approach?
• Value Creation Dynamics describes the interactions among which participants?
• Which of the following is an objective of analytics contracts?
• Data Reactive maturity is characterized by which of the following?
• Which Prompt Refinement Pattern emphasizes showing an example to guide the model?
• Which of the following is a step in cultivating data literacy?
• Which activity is a Center of Excellence responsible for when delivering value?
• Sub-agent architectures
• Which augmentation would best support a team working with shared dashboards and chatbots for collaborative workflows?
• In a data-driven workflow, which activity produces outputs given new inputs?
• Which augmentation class focuses on turning raw ideas into deployable products through staged development?
• Copilots are characterized by which combination of system integration and automation?
• Learned helplessness is defined as which of the following?
• Which description best defines a Large Language Model (LLM)?
• In the AI business model, which concept describes increasing value as more users engage and monetize?
• In prompting iteration, which step is commonly applied to adjust the prompt?
• Which use case aggregates content from multiple sources?
• Which statement best describes the Traditional Operating Model?
• Which component of the SPEC Framework for Transformation is about aligning analytics vision with business objectives?
• Which augmentation enhances teamwork through shared dashboards, repositories, and chatbots?
• Which approach to organizing a Center of Excellence balances centralized expertise with decentralized ownership?
• Which data maturity dimension focuses on data collection, storage, reliability, and accessibility?
• Which area is explicitly listed as an AI impact in the material?
• Upskilling is best described as the process of
• What are the three components of Kaiser Fung's Trifecta Checkup?
• Prompt engineering is the practice of:
• What term describes apparent associations that are actually due to coincidence or a hidden third factor?
• In data visualization, which color use helps distinguish groups without a natural order?
• Agents are characterized by which combination of integration and automation?
• What issue arises when data are incomplete, inconsistent, or uncertain, especially during fast-changing situations, and these limitations are not communicated?
• Which statement is NOT listed as a benefit of prompting with Quarto?
• Which of the following is a challenge associated with augmented analytics?
• Data Progressive maturity is best described as which of the following?
• Which statement is a characteristic of the 'Scope' dimension in the AI Operating Model?
• Which analytics category answers 'What will happen' using forecast models?
• Which statement best defines survivorship bias?
• Which term describes variations in effects or outcomes across different categories within a population, such as age, sex, or health status?
• What term describes an apparent association between two variables that is actually caused by a third, unseen factor?
• In the Traditional Business Model, how are value creation and value capture structured?
• Which statement best describes Confirmation Bias?
• Which capability is used to make real-time decisions according to the material?
• What is the correct sequence for applying progressive context addition?
• Which statement best defines Instructional Prompting?
• In language processing, what is a token typically considered?
• In AI framing, which factor describes Buyer Power?
• Which statement aligns with Data Fluent?
• Which analytics category answers the question 'What happened' via reports, statistics, and visualizations?
• Which principle advocates teams organizing around customer pain points and use cases rather than technical features?
• What is compaction?
• What are API Endpoints?
• Which capability characterizes a Multimodal Large Language Model?
• AI readiness refers to what?
• Which of the following is NOT a step in Cultivating Data Literacy?
• What best describes the Analytics Translator's role?
• Which statement characterizes tactical use of AI?
• Data Acquisition is defined as which process?
• The Amplification Effect describes AI's ability to do what?
• Which item is one of the dimensions of the AI Readiness Index?
• Which statement best describes the scale-related capability of Large Language Models?
• Which use case tracks prices across platforms?
• Which are the described ways to pay for tokens?
• Value Creation Dynamics focuses on how a platform generates and expands value for participants.
• In Kaiser Fung's Trifecta Checkup, what issue is associated with the Data component?
• Which of the following is NOT one of Porter's Five Forces?
• AI-Driven Firms: Value Creation Shift argues that firms extract value from...
• Which bias occurs at the literature level when studies are excluded from the public record?
• Which stage comes after Pilot and before AI factory?
• Assistants are described as which combination?
• Which trait emphasizes broad inclusivity and accessibility in augmented analytics?
• What term refers to variables related to both the independent variable and the outcome, potentially creating a misleading association?
• Talent & Culture describes which of the following?
• Which responsibility reflects the Center of Excellence’s role in governance and culture?
• What does computer vision enable AI to do?
• Which AI archetype handles document and image analysis?
• Reasoning errors in argumentation are best described as what?
• Augmented Analytics: Analytical leverage aims to improve what aspects?
• Which statement best defines a Language Model (LM)?
• Cognitive bias is defined as which of the following?
• Which augmentation type emphasizes low integration and high automation?
• Which describes Zero-shot prompting?
• What is the core idea behind Generative Adversarial Networks?
• AI in Business: Streaming analytics is described as enabling which capability?
• AI's Impact: HR includes which capabilities?
• Analytics contracts aim to ensure which of the following aspects?
• Which element is most closely tied to increasing appropriability by reducing customer switching?
• Which stage represents the final, scalable AI production environment across the organization?
• Which activity supports data literacy within the organization?
• AI Competitive Rivalry: Which factor best describes AI framing?
• Which capability is about forecasting future trends or behaviors?
• Which statement best describes Complementor Contributions?
• Long-horizon tasks require agents to
• In the Data Acquisition Process, which step comes after Data Conversion?
• Which development marked a turning point in AI in 2017?
• Data Active maturity is best described by which statement?
• Which term describes variations in effects across different demographic groups such as age, sex, or health status?
• Which step involves visualizing and processing data to extract insights?
• Which statement describes the 'Scope' dimension of the AI Operating Model?
• In prompt engineering, what does a one-shot task refer to?
• Narrow Deployment refers to models aimed at a specific decision in a specific workflow with a defined success.
• Which stage involves data in functional silos, duplicated, inconsistent, and no shared source of truth?
• Which statement best describes an insight-driven approach?
• Which actions characterize the Continuous Learning Model?
• Which components compose API Endpoints?
• Which statement best captures the difference between Context and Prompt Engineering?
• Which option is commonly used to ground model outputs in verified sources?
• Narrow Deployment is best described as...
• Which SPEC component focuses on building reliable, secure, accessible data infrastructure with governance?
• What does Data Maturity: Processes focus on?
• Context engineering is defined as what?
• Which approach translates insights into recommended actions to optimize outcomes?
• Which AI archetype covers voice-to-text and text-to-voice analytics?
• In scalable learning loops, what primarily feeds back into the system?
• Data Maturity refers to what?
• In AI in Business: Machine Learning, what is its core capability?
• Which challenge of Web Scraping is described as websites constantly changing and requiring maintenance?
• Which statement best captures the difference between correlation and causation?
• Which statement accurately describes scale economies in the AI context?
• What does the context window refer to in large language models?
• What is hallucinations in AI as described?
• Which augmentation uses predictions, benchmarks, and visualizations to support decision-making?