questions = [
    {"question": "A company improves efficiency by automating support, but customer trust declines. What perspective best explains this?", "choices": ["Automation is always negative", "Efficiency matters more than perception", "Technical gains can harm relational factors", "Customers dislike all change"], "answer": 2},
    {"question": "Why might a technically optimal solution fail in practice?", "choices": ["Because logic is flawed", "Because people resist math", "Because social and cultural context affects adoption", "Because optimization is impossible"], "answer": 2},
    {"question": "Which approach best reflects holistic decision-making?", "choices": ["Maximize one metric", "Ignore emotions", "Consider technical, social, and ethical impacts together", "Focus only on speed"], "answer": 2},
    {"question": "A public health campaign provides correct data but fails to change behavior. Why?", "choices": ["Data is useless", "People dislike authority", "Behavior depends on beliefs, trust, and culture", "The data must be wrong"], "answer": 2},
    {"question": "Which policy shows awareness of multiple stakeholders?", "choices": ["Maximize shareholder profit only", "Prioritize speed above all", "Balance employee wellbeing, profit, and community impact", "Ignore externalities"], "answer": 2},

    {"question": "Why might improving school test scores not improve real education quality?", "choices": ["Students are lazy", "Teachers dislike metrics", "Teaching may narrow to the test instead of deeper learning", "Learning is random"], "answer": 2},
    {"question": "Which leader demonstrates holistic thinking?", "choices": ["One who focuses only on KPIs", "One who optimizes short-term gains", "One who considers morale, culture, outcomes, and incentives", "One who avoids complexity"], "answer": 2},
    {"question": "A city adds green spaces and later crime drops. What holistic explanation is plausible?", "choices": ["Plants reduce crime directly", "Crime decreased randomly", "Environmental design influences stress, community, and behavior", "Police vanished"], "answer": 2},
    {"question": "Why is focusing only on quarterly profits risky?", "choices": ["Profits are fake", "Markets are irrational", "It can undermine long-term sustainability and trust", "Accounting systems fail"], "answer": 2},
    {"question": "What does holistic medicine emphasize (non-mystically)?", "choices": ["Magic cures", "Ignoring science", "Considering lifestyle, stress, environment, and biology together", "Rejecting diagnosis"], "answer": 2},

    {"question": "A policy reduces emissions but increases unemployment. What does holistic reasoning require?", "choices": ["Ignore unemployment", "Cancel the policy", "Consider tradeoffs and seek integrative solutions", "Assume one side is evil"], "answer": 2},
    {"question": "Why might two teams with identical tools perform differently?", "choices": ["Random luck", "Tools don't matter", "Team dynamics, communication, and culture influence outcomes", "One team cheats"], "answer": 2},
    {"question": "Why is user experience design inherently holistic?", "choices": ["It is subjective", "It ignores logic", "It integrates psychology, usability, context, and emotion", "It avoids structure"], "answer": 2},
    {"question": "What best explains why urban planning requires holistic reasoning?", "choices": ["Cities are unpredictable", "Data is unavailable", "Transportation, housing, economics, and social factors interact", "Politics interferes"], "answer": 2},
    {"question": "Why might a health intervention succeed in one country but fail in another?", "choices": ["Health is random", "Doctors are worse elsewhere", "Cultural, economic, and trust contexts differ", "People resist medicine"], "answer": 2},

    {"question": "Which is a holistic critique of algorithmic hiring systems?", "choices": ["Algorithms are evil", "Math is flawed", "They may reinforce bias through social and historical data", "Computers are slow"], "answer": 2},
    {"question": "A school bans phones and grades improve but anxiety increases. What does holistic analysis suggest?", "choices": ["Phones are irrelevant", "Grades matter more than wellbeing", "Both academic and emotional impacts should be evaluated", "Students are fragile"], "answer": 2},
    {"question": "Why is purely technical optimization often insufficient in public policy?", "choices": ["Politicians are corrupt", "Data is scarce", "Human behavior and incentives shape real outcomes", "Math fails in society"], "answer": 2},
    {"question": "Which framing best reflects global thinking?", "choices": ["Solve only local issues", "Ignore external impacts", "Consider how actions affect interconnected systems worldwide", "Avoid complexity"], "answer": 2},
    {"question": "Why might economic growth harm wellbeing?", "choices": ["Growth is bad", "People dislike money", "Environmental damage and inequality can offset material gains", "Statistics lie"], "answer": 2},

    {"question": "Which product decision reflects holistic design?", "choices": ["Maximize clicks", "Minimize cost only", "Balance usability, ethics, sustainability, and business goals", "Copy competitors"], "answer": 2},
    {"question": "Why might strict workplace monitoring reduce productivity?", "choices": ["Monitoring never works", "Workers become lazy", "Loss of autonomy harms motivation and trust", "Technology fails"], "answer": 2},
    {"question": "A company relocates offices to cut costs but loses talent. Why?", "choices": ["Talent is irrational", "Cities are expensive", "Work-life balance, community, and lifestyle influence retention", "Recruiting failed"], "answer": 2},
    {"question": "Why do effective climate solutions require interdisciplinary thinking?", "choices": ["Science is insufficient", "Politics blocks progress", "Technology, economics, behavior, and governance must align", "Nature is unpredictable"], "answer": 2},
    {"question": "What is a holistic approach to mental health?", "choices": ["Ignore biology", "Only prescribe medication", "Consider therapy, environment, relationships, sleep, and purpose", "Assume personality is fixed"], "answer": 2},

    {"question": "Why can improving road safety increase traffic volume?", "choices": ["Drivers become careless", "Cars multiply spontaneously", "People feel safer and drive more often", "Statistics are misleading"], "answer": 2},
    {"question": "Why do successful organizations invest in culture, not just strategy?", "choices": ["Culture is fashionable", "Strategy is irrelevant", "Shared values shape behavior across the whole system", "Employees demand it"], "answer": 2},
    {"question": "Which is an example of contextual reasoning?", "choices": ["Applying the same rule everywhere", "Ignoring circumstances", "Adjusting decisions based on environment and constraints", "Rejecting consistency"], "answer": 2},
    {"question": "Why might standardized solutions fail in education?", "choices": ["Teachers are stubborn", "Students differ widely in needs and context", "Curriculum is flawed", "Schools resist change"], "answer": 1},
    {"question": "What makes sustainability a holistic concept?", "choices": ["It is political", "It is vague", "It balances environmental, economic, and social dimensions", "It rejects growth"], "answer": 2},

    {"question": "Why might charity donations fail to solve poverty?", "choices": ["Charity is bad", "People misuse money", "Structural factors like education, policy, and opportunity matter", "Aid is always corrupt"], "answer": 2},
    {"question": "Why is healthcare policy inherently complex?", "choices": ["Doctors disagree", "Technology changes fast", "Costs, ethics, access, culture, and outcomes interact", "Patients are irrational"], "answer": 2},
    {"question": "Which reasoning best reflects integrative thinking?", "choices": ["Either/or framing", "Single-cause explanation", "Both/and synthesis across perspectives", "Random selection"], "answer": 2},
    {"question": "Why might fast growth harm startup health?", "choices": ["Growth is bad", "Founders get tired", "Culture, systems, and communication may not scale properly", "Investors interfere"], "answer": 2},
    {"question": "Why might purely data-driven decisions still fail?", "choices": ["Data is useless", "Humans are emotional", "Data may omit important qualitative context", "Models are too complex"], "answer": 2},

    {"question": "Which policy shows holistic urban planning?", "choices": ["Add parking everywhere", "Widen roads only", "Integrate housing, transport, green space, and accessibility", "Focus only on downtown"], "answer": 2},
    {"question": "Why does food policy involve more than agriculture?", "choices": ["Because food is cultural", "Because farms are inefficient", "Health, economics, environment, and equity are intertwined", "Because trade interferes"], "answer": 2},
    {"question": "What does holistic risk assessment consider?", "choices": ["Only probability", "Only financial cost", "Technical, human, reputational, and systemic impacts", "Only worst-case scenarios"], "answer": 2},
    {"question": "Why might increasing police presence alone not reduce crime long-term?", "choices": ["Police are ineffective", "Crime is genetic", "Education, poverty, trust, and opportunity influence outcomes", "Statistics are flawed"], "answer": 2},
    {"question": "Why is burnout often a systemic issue, not just individual weakness?", "choices": ["People lack resilience", "Work is naturally exhausting", "Workload, expectations, culture, and support shape mental health", "People dislike effort"], "answer": 2},

    {"question": "Which design choice shows holistic product thinking?", "choices": ["Maximize engagement only", "Add features endlessly", "Consider accessibility, ethics, usability, and impact together", "Follow trends"], "answer": 2},
    {"question": "Why do cultural misunderstandings harm international projects?", "choices": ["Languages differ", "People are irrational", "Norms, expectations, and communication styles shape outcomes", "Education systems fail"], "answer": 2},
    {"question": "Why might a technically correct message still fail to persuade?", "choices": ["Truth is irrelevant", "Logic never works", "Trust, framing, emotion, and identity influence reception", "Audiences are ignorant"], "answer": 2},
    {"question": "Why does biodiversity contribute to ecosystem stability?", "choices": ["It looks attractive", "It slows evolution", "Different species provide complementary resilience functions", "It prevents all extinction"], "answer": 2},
    {"question": "Why is parenting advice rarely universal?", "choices": ["Parents resist change", "Children behave randomly", "Each child develops within a unique context and environment", "Psychology is flawed"], "answer": 2},

    {"question": "Which is a holistic critique of fast fashion?", "choices": ["Clothes are ugly", "Trends change quickly", "Environmental, labor, and cultural impacts are interconnected", "Consumers are careless"], "answer": 2},
    {"question": "Why is accessibility a holistic design concern?", "choices": ["It benefits only a minority", "It increases cost", "Design choices affect usability across diverse users and contexts", "It slows development"], "answer": 2},
    {"question": "Why do effective interventions often require community involvement?", "choices": ["Communities demand control", "It looks inclusive", "Local knowledge and trust shape real-world success", "Experts are unnecessary"], "answer": 2},
    {"question": "Why can economic inequality affect public health outcomes?", "choices": ["Poor people are unhealthy", "Doctors are biased", "Stress, access, environment, and opportunity interact systemically", "Statistics exaggerate"], "answer": 2},
    {"question": "Why might technology amplify rather than solve social problems?", "choices": ["Technology is evil", "Users misuse tools", "Tools interact with incentives, power, and existing structures", "Innovation is overrated"], "answer": 2},

    {"question": "Why is climate change described as a 'wicked problem'?", "choices": ["It is political", "It is unsolvable", "It involves intertwined scientific, economic, cultural, and ethical dimensions", "It lacks data"], "answer": 2},
    {"question": "Why might strict rules reduce ethical behavior?", "choices": ["Rules are ineffective", "People dislike authority", "People may focus on compliance instead of responsibility", "Ethics are subjective"], "answer": 2},
    {"question": "Which scenario reflects holistic leadership?", "choices": ["Cut staff to improve metrics", "Ignore employee emotions", "Balance performance, wellbeing, long-term vision, and values", "Follow competitors blindly"], "answer": 2},
    {"question": "Why might global supply chains be fragile?", "choices": ["Shipping is slow", "Companies are greedy", "Economic, political, environmental, and logistical dependencies interact", "Markets fluctuate"], "answer": 2},
    {"question": "Why is public trust essential in vaccination programs?", "choices": ["People are emotional", "Science is weak", "Social perception affects participation and outcomes", "Media interferes"], "answer": 2},

    {"question": "Which framing reflects holistic ethics?", "choices": ["Follow rules blindly", "Maximize profit", "Consider consequences, intentions, relationships, and context", "Avoid moral complexity"], "answer": 2},
    {"question": "Why might removing art programs harm overall education?", "choices": ["Art is essential", "Teachers prefer creativity", "Creative skills support emotional, cognitive, and social development", "Students get bored"], "answer": 2},
    {"question": "Why does migration policy require holistic analysis?", "choices": ["Borders are political", "Data is unreliable", "Economic, humanitarian, cultural, and legal factors intersect", "Governments disagree"], "answer": 2},
    {"question": "Why can 'best practices' fail when copied across organizations?", "choices": ["Organizations are unique", "Managers resist change", "Context determines effectiveness, not just technique", "Training is insufficient"], "answer": 2},
    {"question": "Why might economic aid destabilize local economies?", "choices": ["Aid is bad", "Governments misuse funds", "External money can disrupt incentives and local markets", "People become dependent"], "answer": 2},

    {"question": "Which question best reflects holistic inquiry?", "choices": ["What is the fastest fix?", "Who is to blame?", "How do the interacting factors shape the overall outcome?", "Which metric improved?"], "answer": 2},
    {"question": "Why is interdisciplinarity important in complex research?", "choices": ["It is fashionable", "Single fields are outdated", "Different lenses reveal different aspects of the same reality", "Experts prefer collaboration"], "answer": 2},
    {"question": "Why do ecosystems collapse when one species is removed?", "choices": ["Nature is fragile", "Species are random", "Interdependence among species shapes system balance", "Climate always changes"], "answer": 2},
    {"question": "Why might improving technology not improve quality of life?", "choices": ["Technology is overrated", "People misuse devices", "Social structures and values shape how technology affects wellbeing", "Progress is illusion"], "answer": 2},
    {"question": "Which is the clearest sign of holistic thinking?", "choices": ["Certainty and simplicity", "Single-variable explanations", "Comfort with complexity and multiple interacting factors", "Avoidance of ambiguity"], "answer": 2}
]
