Scoring Engine

Creating Knowledge Through Data

Category: Uncategorized

  • American Civic Bestiary

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    10 more answers unlock your civic animal profile.

    American Civic Bestiary

    Answer the next civic scenarios

    Work through the next set of scenarios to sharpen and refine the profile.

    1

    A hospital network is the only major provider in a region. Prices are rising, staffing is strained, executives blame labor costs, nurses blame management, patients blame insurers, and local officials say state law limits their options. What should be investigated first?

    Choose the first response that feels most civically responsible under pressure.

    2

    A fast-moving disaster requires coordination across several states. Officials want emergency powers that could bypass ordinary procurement, movement, and privacy rules. What guardrail matters most?

    This item separates order, liberty, procedure, and implementation instincts.

    3

    Government officials are pressuring major platforms to reduce dangerous misinformation. Civil-liberties groups warn that informal pressure can become censorship without accountability. Where do you start?

    The scenario tests liberty, order, pluralism, skepticism, and procedural instincts.

    4

    A popular reform campaign is being funded through nonprofits and shell entities. Its goals may be good, but the funding trail is opaque. How should citizens respond?

    The Bestiary treats transparency as a cross-partisan discipline.

    5

    A local school district is locked in a bitter fight over curriculum, parent rights, teacher autonomy, and student inclusion. Outside advocacy groups are flooding the race with money. What matters most?

    This item tests localism, pluralism, tradition, equality, and capture awareness.

    6

    A critical medicine depends on overseas production, fragile shipping routes, and a few dominant distributors. Prices spike after a geopolitical crisis. What should the country do?

    This scenario separates sovereignty, markets, global coordination, and long-term stewardship.

    7

    A city is facing rising disorder, business closures, resident fear, and credible reports of misconduct inside public-safety agencies. What is the right first principle?

    The point is not to choose a party line; it is to choose the instinct you protect first.

    8

    A region keeps underinvesting in water, grid resilience, wildfire prevention, and maintenance because the costs are politically unpopular. What argument is most persuasive?

    This item maps long-view stewardship, institutional building, and present-day solidarity.

    9

    A nationwide logistics strike disrupts essential goods. Workers cite unsafe conditions and stagnant pay; businesses warn of cascading shortages. What response is most legitimate?

    This item reveals how you balance order, solidarity, markets, and institutional reform.

    10

    Many citizens believe the two-party system no longer represents them. Reformers propose open primaries, ranked-choice voting, independent redistricting, and public financing. What is your instinct?

    This item maps reform literacy, independence, procedure, and anti-capture intensity.

  • AI Proof Career Score

    AI-Proof Career Score: Risk & Resilience Report

    A private 25-question career risk and resilience assessment that estimates how exposed your current work pattern may be to AI-driven task disruption and identifies the strongest levers for becoming harder to replace: human judgment, workflow ownership, AI leverage, transferable skills, market position, and 90-day adaptation readiness.

    Used only to label your assessment record.

    Example: executive assistant, therapist, analyst, operations manager, educator, designer, founder, or customer support lead. This context is stored with the submission but does not change the score.

    Choose the option closest to your current day-to-day work, not the work you hope to be doing later.

    Examples include recurring reports, formatting, data cleanup, routine customer replies, meeting notes, scheduling, standard research, or repeated drafting.

    This measures how much of the job is proceduralized versus dependent on tacit context or judgment.

    Think about clients, patients, executives, students, colleagues, regulators, customers, or the public.

    This is not about job title alone. It is about whether you own choices, tradeoffs, or outcomes.

    Include chatbots, copilots, automation tools, AI search, transcription, coding assistants, image/video tools, or workflow agents.

    This measures whether AI increases your leverage or creates quality, legal, reputational, or accuracy risk.

    People with clearer outcome visibility can reposition faster than people whose value is hidden inside isolated tasks.

    This includes customers, clients, patients, students, vendors, executives, regulators, partners, or cross-functional teams.

    This measures whether your expertise is shallow and general-purpose or built from specialized context.

    This does not mean the work is immune to AI. It measures whether human accountability and governance are structurally important.

    Choose based on actual influence, not title prestige.

    AI resilience depends partly on whether you can safely integrate tools into real workflows.

    This measures adaptation capacity rather than current AI expertise alone.

    Choose the one that most consistently gets you paid, promoted, trusted, or referred.

    If self-employed, answer based on your clients, market, or business environment.

    Higher consequence can increase human accountability, but only if the role actually owns review and judgment.

    This measures interpersonal value that is harder to replace with task automation alone.

    AI is strongest when the task is already framed. Resilience improves when your role decides what question should be asked.

    AI exposure is higher when inputs, constraints, and success criteria are predictable.

    Coordinating across messy systems tends to be more resilient than producing isolated deliverables.

    A portable reputation can protect income when tasks shift, organizations reorganize, or tools change.

    This measures realistic mobility, not optimism alone.

    This helps identify whether your pay is tied to replaceable output volume or harder-to-substitute responsibility.

    This measures whether the result is likely to translate into behavior, not just awareness.

  • CIP2 I-P Conflict Screening

    Israel-Palestine Conflict Literacy Screen

    A CKTD-ready five-option, 20-question knowledge gate for factual Israel-Palestine conflict literacy. It is not a political-leaning, moral-worth, ethnic, religious, or identity assessment.