{
  "passThreshold": 18,
  "maxScore": 20,
  "questions": [
    {
      "id": "Q01",
      "question": "How many years has Andy been employed by the NHS?",
      "expectedAnswer": "Approximately 3-4 years. Andy's NHS employment started in May 2022 when he joined NHS Norfolk and Waveney ICB. His previous role at Tesco PLC was in the private sector, not the NHS.",
      "keyFacts": [
        "NHS employment started May 2022",
        "Tesco was private employer",
        "approximately 3-4 years NHS employment"
      ]
    },
    {
      "id": "Q02",
      "question": "What was Andy's involvement with tirzepatide?",
      "expectedAnswer": "Andy supported commissioning of NICE TA1026 (tirzepatide). He authored the initial executive paper advocating a primary care delivery model over specialist provider, which drove a system shift to GP-led model.",
      "keyFacts": [
        "NICE TA1026",
        "authored executive paper",
        "primary care model",
        "GP-led delivery"
      ]
    },
    {
      "id": "Q03",
      "question": "What specific tools and software has Andy built?",
      "expectedAnswer": "Andy has built 5 notable projects: a patient switching algorithm (Python, 14000 patients, £2.6M savings), a Blueteq generator for high-cost drug forms, a controlled drugs monitoring system, a Sankey chart tool for visualising patient flows, and PharMetrics — a Power BI analytics dashboard.",
      "keyFacts": [
        "patient switching algorithm",
        "Blueteq generator",
        "CD monitoring system",
        "Sankey chart tool",
        "PharMetrics dashboard"
      ]
    },
    {
      "id": "Q04",
      "question": "What were Andy's A-level subjects and grades?",
      "expectedAnswer": "Andy achieved Mathematics A*, Chemistry B, and Politics C at Highworth Grammar School between 2009-2011.",
      "keyFacts": [
        "Mathematics A*",
        "Chemistry B",
        "Politics C",
        "Highworth Grammar School"
      ]
    },
    {
      "id": "Q05",
      "question": "Was Andy's Tesco role part of the NHS?",
      "expectedAnswer": "No. Andy's role at Tesco PLC was in the private sector as a community pharmacist. Tesco PLC is a private employer. He was an LPC representative during this time.",
      "keyFacts": [
        "Tesco PLC is private/not NHS",
        "community pharmacy",
        "LPC representative"
      ]
    },
    {
      "id": "Q06",
      "question": "How did the patient switching algorithm work?",
      "expectedAnswer": "It was Python-based and used real-world GP prescribing data to auto-identify patients eligible for cost-effective medication alternatives. It compressed months of manual work into 3 days, covered 14,000 patients, and identified £2.6M in savings.",
      "keyFacts": [
        "Python",
        "GP prescribing data",
        "14000 patients",
        "£2.6M savings",
        "compressed months to 3 days"
      ]
    },
    {
      "id": "Q07",
      "question": "What clinical specialties has Andy worked across?",
      "expectedAnswer": "Andy has worked across rheumatology, ophthalmology (wet AMD, DMO, RVO), dermatology, gastroenterology, neurology, and migraine through his high-cost drugs role.",
      "keyFacts": [
        "rheumatology",
        "ophthalmology",
        "dermatology",
        "gastroenterology",
        "neurology",
        "migraine"
      ]
    },
    {
      "id": "Q08",
      "question": "What is Andy's experience with the dm+d?",
      "expectedAnswer": "Andy created a comprehensive medicines data table integrating all dm+d products with standardised strengths, morphine equivalents, and Anticholinergic Burden scoring, serving as a single source of truth.",
      "keyFacts": [
        "dm+d integration",
        "standardised strengths",
        "morphine equivalents",
        "Anticholinergic Burden",
        "single source of truth"
      ]
    },
    {
      "id": "Q09",
      "question": "What budget does Andy manage and how?",
      "expectedAnswer": "Andy manages a £220M prescribing budget using forecasting models, variance analysis, and financial reporting to the executive team, enabling proactive financial planning.",
      "keyFacts": [
        "£220M",
        "forecasting models",
        "variance analysis",
        "proactive financial planning"
      ]
    },
    {
      "id": "Q10",
      "question": "What leadership training does Andy have?",
      "expectedAnswer": "Andy completed the NHS Mary Seacole Programme in 2018 (scoring 78%). At Tesco, he created a national induction training plan and eLearning modules, and supervised two staff through NVQ3 to pharmacy technician registration.",
      "keyFacts": [
        "Mary Seacole Programme",
        "2018",
        "78%",
        "created national induction training at Tesco",
        "supervised staff through NVQ3"
      ]
    }
  ]
}