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Data Analytics Flashcards

7 cards from real DIS practice questions. Tap to flip, then mark Knew It or Still Learning — missed cards come back until you master them.

Read the first 7 Data Analytics flashcards as text
  1. A digital imaging lab wants to detect systematic color drift across a production run. Which analytical approach is most appropriate?

    Answer: Control charts tracking ΔE values over time

    Statistical process control charts using ΔE (perceptual color difference) values detect systematic drift and flag when the process goes out of tolerance.

  2. What is the primary purpose of a color checker chart in digital imaging data analytics?

    Answer: To establish a reference for color calibration and profiling

    A color checker chart provides known reference patches that allow analysts to characterize and correct the imaging system's color response.

  3. Which data visualization best reveals the relationship between two continuous variables in an imaging dataset, such as exposure time vs. noise level?

    Answer: Scatter plot

    Scatter plots display individual data points for two continuous variables, making correlations, trends, and outliers visually apparent.

  4. In image analytics, what does a bimodal histogram typically suggest?

    Answer: The image contains two distinct groups of pixel intensities, such as foreground and background

    A bimodal histogram shows two separate peaks, typically indicating two dominant tonal regions such as a light background and a darker subject.

  5. A DIS professional needs to compare the sharpness of images captured by two different lenses. Which analytical metric is most appropriate?

    Answer: Modulation Transfer Function (MTF)

    MTF quantifies how faithfully a lens resolves spatial frequencies, making it the standard metric for comparing lens sharpness and resolving power.

  6. When building a regression model to predict print quality scores from scanner settings, which metric indicates the proportion of variance explained by the model?

    Answer: R-squared (R²)

    R² (coefficient of determination) represents the proportion of variance in the dependent variable explained by the independent variables, ranging from 0 to 1.

  7. In digital imaging certification testing, what does 'repeatability' specifically measure?

    Answer: The consistency of measurements taken under the same conditions by the same operator

    Repeatability measures variation when the same operator uses the same equipment under identical conditions, isolating the system's intrinsic variability.