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APM Data science and technology

7 سوالات: اے سی سی اے اسٹریٹجک پروفیشنل، جوابات اور وضاحت کے ساتھ۔

جوابی کنجی کے ساتھ قابلِ پرنٹ ورک شیٹ

تمام سوالات جوابات کے ساتھ
  1. Analytics that explains why something happened is:

    • 1 Diagnostic analytics
    • 2 Prescriptive analytics
    • 3 Descriptive analytics
    • 4 Predictive analytics
    جواب دیکھیں

    درست جواب: Diagnostic analytics

    Descriptive says what happened, diagnostic says why, predictive says what may happen, and prescriptive recommends action.

    غلطی کی اطلاع دیں

  2. Predicting next quarter's demand from past sales and seasonal data is an example of:

    • 1 Descriptive analytics
    • 2 Predictive analytics
    • 3 Diagnostic analytics
    • 4 Prescriptive analytics
    جواب دیکھیں

    درست جواب: Predictive analytics

    The model uses past patterns to forecast the future.

    غلطی کی اطلاع دیں

  3. A data warehouse is:

    • 1 A central store of integrated data from several systems used for analysis
    • 2 A firewall
    • 3 A paper archive
    • 4 A single transaction system
    جواب دیکھیں

    درست جواب: A central store of integrated data from several systems used for analysis

    It supports reporting and analysis across the whole organisation.

    غلطی کی اطلاع دیں

  4. Which of the following is the main risk of a machine learning model used to approve loans?

    • 1 It is too transparent
    • 2 It is always accurate
    • 3 It may reproduce bias that is in the historical data
    • 4 It cannot process data
    جواب دیکھیں

    درست جواب: It may reproduce bias that is in the historical data

    Models learn from past decisions, which may include unfair patterns.

    غلطی کی اطلاع دیں

  5. Enterprise resource planning systems help performance management mainly by:

    • 1 Removing the need for controls
    • 2 Replacing management
    • 3 Making data private
    • 4 Integrating data from many functions into one system
    جواب دیکھیں

    درست جواب: Integrating data from many functions into one system

    Common data reduces duplication and gives a single view.

    غلطی کی اطلاع دیں

  6. Which statement about correlation is correct?

    • 1 A correlation of zero means the data is wrong
    • 2 A strong correlation does not prove that one variable causes the other
    • 3 A strong correlation proves causation
    • 4 A correlation cannot be negative
    جواب دیکھیں

    درست جواب: A strong correlation does not prove that one variable causes the other

    Relationships may be coincidence or caused by a third factor.

    غلطی کی اطلاع دیں

  7. Governance of a data analytics function should cover:

    • 1 Data quality, model validation, privacy and ethical use
    • 2 Only the choice of programming language
    • 3 Only the cost of software
    • 4 Only storage
    جواب دیکھیں

    درست جواب: Data quality, model validation, privacy and ethical use

    Clear ownership and controls reduce the risks of poor or unethical use.

    غلطی کی اطلاع دیں

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