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AI ee Soo iibsiga iyo Kharashaadka Falanqaynta Kediska

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Wadooyinka haga ee la xidhiidhaAI ee Soo iibsiga iyo Kharashaadka Falanqaynta
Su'aal 1 ee 8

What does entity resolution do in spend analysis?

Horudhac su'aal kasta8 su'aalo

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

  1. What does entity resolution do in spend analysis?
    • Assigns each invoice to a budget owner
    • Merges different spellings of the same supplier into one record
    • Predicts future prices for commodities
    • Checks whether invoices were paid on time
  2. What is a 'spend cube'?
    • A view of spending by category, supplier and business unit
    • A secure storage format for contracts
    • A negotiation script used by chatbots
    • A legal requirement in public procurement
  3. How is a supplier risk score best understood according to the guide?
    • A guaranteed prediction that a supplier will fail
    • A legal rating required by regulators
    • A prioritization tool that tells a team where to look first
    • A replacement for supplier contracts
  4. Which kind of deal are AI negotiation agents best suited for?
    • Strategic, multi-year partnerships with key suppliers
    • High-volume, low-complexity deals with tail-spend suppliers
    • Mergers and acquisitions
    • Government defense contracts
  5. What limits does a buyer typically set for a negotiation agent?
    • None; the agent chooses any terms it likes
    • Target terms, walk-away points and acceptable trade-offs
    • Only the supplier's name
    • The supplier's internal profit margin
  6. Why is classification accuracy better measured by spend value than transaction count?
    • Transaction counts are not stored in ERP systems
    • A few large misclassified invoices matter more than many small ones
    • Regulators require value-based reporting
    • Spend value is easier for models to predict
  7. In public procurement, AI is more often used for which purpose?
    • Automatically choosing contract winners
    • Analysis such as detecting collusion or fraud
    • Replacing public tender rules
    • Setting tax rates
  8. Why do classification systems often stop at the deepest confident level of a hierarchy?
    • Deeper categories are illegal to use
    • A model may be sure a line is 'IT' but unsure whether it is software or hardware
    • Hierarchies have only one level
    • It makes processing slower on purpose