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Bộ AI cho nhà quản lý (MBA)

AI cho nhà quản lý: hướng dẫn môn học, chiến lược AI và business case, ra quyết định với AI và chỉ số đánh giá, rủi ro và quản trị, tiếp nhận use case, model card, chính sách AI, ISO/IEC 42001 và sổ theo dõi quy định.

Bước 1

Học

  1. MBA AI for Managers Course Guide Template

    Đầy đủ

    AI for managers course guide: ML, generative AI and agents, data as an asset, build or buy, productivity evidence, 12-session roadmap, Northfield mini-case

    Agrawal, Gans and Goldfarb (2018); Brynjolfsson, Li and Raymond (2025); Dell'Acqua et al. (2026); NIST AI RMF 1.0; EU AI Act as amended 2026
Bước 2

Chiến lược

  1. MBA AI Strategy Concept Card Template

    Đầy đủ

    AI value creation, prediction machines framing, weighted use-case scoring, AI business case with NPV, ROI, payback and expected NPV, data moat tests

    Agrawal, Gans and Goldfarb (2018); Hagiu and Wright (2020); Barney (1991); Porter (1985)
  2. AI Use Case Intake and Risk Tiering Template (EU AI Act)

    Chuẩn

    Screen a proposed AI use case: data, affected people, AI Act prohibited/high-risk/transparency questions, tier, reviews

    EU AI Act (Regulation (EU) 2024/1689) Articles 5, 6, 50 and Annex III, as amended by Regulation (EU) 2026/1744
Bước 3

Quyết định

  1. MBA AI Decision-Making Concept Card Template

    Đầy đủ

    Human in the loop, automation bias, calibration, confusion matrix, precision and recall, cost-based thresholds, A/B tests of AI features, when not to use AI

    Parasuraman and Riley (1997); Dietvorst, Simmons and Massey (2015); Brier (1950); Fawcett (2006); Kohavi, Tang and Xu (2020)
  2. Model Card Template (Mitchell et al. 2019)

    Đầy đủ

    Model details, intended and out-of-scope uses, factors, metrics, data, disaggregated results, ethics, caveats

    Model Cards for Model Reporting (Mitchell et al., 2019)
Bước 4

Đánh giá và quản trị

  1. MBA AI Risk and Governance Concept Card Template

    Đầy đủ

    NIST AI RMF 1.0 and AI 600-1, ISO/IEC 42001, EU AI Act tiers and dates as amended in 2026, AI risk register with scores and expected loss

    NIST AI RMF 1.0 (2023); NIST AI 600-1 (2024); ISO/IEC 42001:2023; Regulation (EU) 2024/1689 as amended by Regulation (EU) 2026/1744
  2. AI Risk Assessment Template (NIST AI RMF)

    Đầy đủ

    GOVERN, MAP, MEASURE, MANAGE assessment: context, impacts, trustworthiness, scored risk register, controls, residual risk

    NIST AI RMF 1.0 (NIST AI 100-1)
  3. AI Acceptable Use Policy Template

    Chuẩn

    Staff AI policy: approved tools, permitted and prohibited uses, prompt data rules, review, IP, disclosure, incidents

  4. AI Management System Policy and Impact Assessment Template (ISO/IEC 42001)

    Chuẩn

    AI policy + AI system impact assessment

  5. AI Regulatory Applicability Register Template (EU, Korea, US, China)

    Đầy đủ

    AI inventory, per-system applicability matrix, EU AI Act dates, Korea, Colorado, California, New York, Texas, China, Japan duties, horizon scanning, change log

    EU AI Act as amended by Reg. (EU) 2026/1744; Korea AI Basic Act; Colorado SB 26-189; California SB 53; New York RAISE Act; China labelling measures