Data360Create a comprehensive study set for the current Salesforce Certified Data 360 Consultant exam, aligned to the Spring ’26 exam blueprint. I am preparing to take the actual certification exam, so prioritize realistic scenario-based multiple-choice questions, not simple vocabulary flashcards. Cover the exam domains according to their official weighting: Data Activations and Utilization — 20% Segmentation concepts and use cases, segment management, publishing activations, acting on Data 360 data, and using Data 360 with Salesforce Flow. Data Source Connection and Ingestion — 18% Data streams, ingestion methods, batch vs near-real-time/streaming, transformations, connectors, ingestion APIs, Zero Copy, data collaboration, and choosing the correct ingestion architecture. Data Enhancements, Sharing, and Analysis — 18% Calculated insights, streaming insights, Data Graphs, reporting and dashboards, sharing Data 360 data with other systems, predictive AI, generative AI, Einstein/Agentforce use cases, and selecting the appropriate analytics or enrichment capability. Harmonization and Unification — 17% DLOs vs DMOs, data modeling, mappings, Customer 360 Data Model, identity resolution, match rules, reconciliation rules, unified profiles, individual/contact point relationships, and troubleshooting unification scenarios. Solution Positioning — 14% Data 360 terminology, architecture, business value, common customer use cases, Data 360 vs traditional data platforms, Data 360's role in predictive and generative AI, data ethics, privacy, consent, governance, and choosing appropriate solutions for business requirements. Data 360 Setup and Administration — 13% Permissions and permission sets, organization settings, governance configuration, development lifecycle, sandboxes/deployment, troubleshooting, monitoring, usage/consumption, and administrative best practices. Create at least 150 study questions. Make approximately 70% scenario-based multiple-choice questions similar in style and difficulty to Salesforce certification exams. Include questions where two answers appear reasonable but one is the Salesforce-recommended solution. Use a mixture of: • single-answer multiple choice • multiple-select questions clearly labeled “Choose 2” or “Choose 3” • short concept-recall cards for terminology that genuinely needs memorization For every question provide: Question Answer choices Correct answer Why it is correct Why the other answers are wrong Exam clue / wording to watch for Heavily test distinctions that candidates commonly confuse, including: Data Stream vs DLO vs DMO Identity Resolution vs Data Mapping Match rules vs reconciliation rules Calculated Insights vs Streaming Insights Batch vs streaming/real-time ingestion Zero Copy vs copying data into Data 360 Segmentation vs Activation Data Actions vs Activation Targets Data Graphs and their appropriate use cases Data 360-triggered Salesforce Flows Consent, governance, and data deletion Data Spaces and access control Salesforce CRM data vs external data sources Predictive AI vs generative AI use cases Prioritize application and architecture decisions over memorizing UI navigation. After creating the set, organize questions by exam domain and create a final mixed 60-question practice exam weighted according to the official Salesforce exam percentages. Do not reveal answers until after each practice question is attempted, if the app supports that behavior.

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QUIZ #1 — POWER NOTES 1. Normative vs. Positive Political Science Normative = what SHOULD be. * Based on values, beliefs, and opinions. * Asks: “What should the government do?” Positive = what IS. * Based on evidence and observable facts. * Asks: “What actually happens?” Easy memory trick: 👉 Normative = “should” 👉 Positive = “is” Example: * “The government should provide free college.” → Normative * “States that spend more on education have higher graduation rates.” → Positive ⸻ 2. Approaches in Political Science An approach is basically a particular way of looking at politics. Know these: Rational Choice * Assumes people make decisions based on their interests and preferences. * People weigh costs and benefits. Behavioralism * Focuses on observable political behavior. * Looks at things like voting, public opinion, participation, etc. * Uses evidence/data to study behavior. Institutionalism * Focuses on institutions and rules. * Institutions can shape how people behave and what political outcomes happen. Constructivism * Focuses on how ideas, beliefs, identities, and social norms shape politics. Feminist approach * Examines how gender and power relationships affect politics. Normative approach * Focuses on questions about values, justice, rights, and what government ought to do. ⸻ 3. Methodologies Methodology = how political scientists study something. Two big categories: Quantitative * Uses numbers and statistics. * Example: Surveying 5,000 voters and analyzing their responses. Qualitative * Uses words, observations, interviews, documents, or detailed cases. * Example: Interviewing voters to understand why they support a candidate. If the professor says: “Describe one methodology.” You can say: Quantitative research uses numerical data and statistical analysis to identify patterns or relationships. That’s a solid answer. 👏 ⸻ 4. Theory A theory is an explanation of how or why something happens. It helps political scientists: * organize information * explain political behavior * make predictions that can be tested Example: A theory might explain why some people are more likely to vote than others. ⚠️ A theory in science does NOT mean “just a guess.” ⸻ 5. Transaction Costs Transaction costs = the time, effort, and resources required to reach an agreement or make a decision. Think: “How hard/expensive is it to get everyone to agree?” Example: If 500 people have to agree on one decision, getting everyone together, discussing the issue, and reaching an agreement creates transaction costs. Conformity Costs Conformity costs = the costs people face when they have to accept a decision they don’t personally prefer. Example: A group votes 8–2 to raise a fee. The two people who voted against it still have to pay it. 👉 That’s a conformity cost. ⸻ 6. Formal vs. Informal Institutions Formal institutions = Official rules and organizations. Examples: * Constitution * Congress * Courts * Laws * Government agencies Informal institutions = Unwritten rules, norms, traditions, and expectations. Examples: * Political traditions * Social expectations * Unwritten customs * Norms about how politicians are expected to behave Easy memory trick: 👉 Formal = written/official 👉 Informal = unwritten/social ⸻ 7. Overcoming Collective Action Problems Collective action problem = when individuals would benefit from working together, but each person has a reason NOT to participate. Example: Everyone wants a cleaner campus. But each student thinks: “Why should I pick up trash? Other people can do it.” That’s the problem. Ways institutions can help: * Incentives → reward people for participating * Penalties → punish people who don’t participate * Rules → require participation * Leadership/organization → coordinate people * Selective incentives → give specific benefits to people who participate ⭐ Important: Free rider problem = someone benefits from a group effort without helping pay or participate. ⸻ 8. Institutional Design Institutional design = creating rules and procedures that determine how political decisions are made. Basically: Who gets to do what, and what rules do they have to follow? Two important examples: Veto Power Veto power = the ability to stop or block a decision. Example: The president can veto legislation passed by Congress. Agenda Control Agenda control = the ability to decide which issues or proposals get considered. Basically: “What are we even going to talk about?” Someone who controls the agenda can influence which proposals get attention. ⸻ 9. Checks and Balances Checks and balances = each branch of government has powers that can limit the other branches. The three branches: 🏛️ Legislative — Congress * Makes laws ⚖️ Judicial — Courts * Interprets laws 🏠 Executive — President * Enforces laws Examples: Congress → President * Congress passes bills * Congress can override a presidential veto with enough votes President → Congress * President can veto bills Courts → Congress/President * Courts can declare government actions unconstitutional President → Courts * President nominates federal judges, subject to Senate confirmation Congress → Courts * Senate confirms federal judges * Congress controls federal funding and can change the structure/jurisdiction of lower federal courts within constitutional limits Main idea: No single branch is supposed to have unlimited power. ⸻ 🇺🇸 10. Articles of Confederation THIS ONE IS IMPORTANT. The Articles of Confederation were the first governing framework of the United States, used before the Constitution. The biggest problem: The national government was TOO WEAK. Under the Articles: * Congress had limited power * There was no separate executive branch * There was no national judicial branch * Congress couldn’t directly tax citizens * The national government had difficulty enforcing decisions * States retained a lot of power Why was this a problem? The national government had trouble: * raising money * paying debts * regulating commerce * responding effectively to national problems This helped lead to the Constitutional Convention of 1787 and eventually the Constitution. ⭐ Remember this: Articles of Confederation = weak national government Constitution = stronger national government with checks and balances ⸻ 🧠 THE STUFF I WOULD MEMORIZE FIRST If you’re short on time, memorize these: Normative = what SHOULD be. Positive = what IS. Rational choice = people make choices based on interests/costs and benefits. Behavioralism = studies observable political behavior. Quantitative = numbers/statistics. Qualitative = words, interviews, observations, cases. Theory = explanation of how/why something happens. Transaction costs = costs of reaching an agreement. Conformity costs = costs of accepting an outcome you don’t prefer. Formal institutions = official/written rules. Informal institutions = unwritten rules/norms. Collective action problem = difficulty getting people to work together. Free rider = gets the benefit without contributing. Veto power = ability to block a decision. Agenda control = ability to decide what gets considered. Checks and balances = branches limit each other’s power. Articles of Confederation = weak national government. 🔥 One-sentence version of the whole quiz: Political scientists study politics using different approaches and methods, while political institutions create rules that help people overcome collective-action problems, control costs, distribute power, and prevent any one part of government from becoming too powerful.

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