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P.08 Recording Quantitative Results

Key Points for Constructing a Results Table

1. Clear, Ruled Structure

  • Organized Layout:
    Use clear, ruled lines to separate rows and columns. This structure helps the reader quickly interpret and compare data.
  • Borders:
    Draw a border around the table to encapsulate the data and enhance overall clarity.

2. Headings and Units

  • Column/Row Headings:
    Clearly label each column or row with the quantity being measured (e.g., “Rennin Concentration (%)” or “Time to Reach End-Point (s)”).
  • Units in Headings:
    Always include SI units within the headings to avoid clutter in the data cells and to maintain consistency.

3. Order and Sequence

  • Independent Variable First:
    List the independent variable (e.g., rennin concentration) as the first column. Arrange its values in a logical order (typically from lowest to highest) to show progression.
  • Dependent Variable Columns:
    Follow with one or more columns for the dependent variable(s) (e.g., multiple readings of the reaction time).

4. Consistency in Decimal Places

  • Uniform Decimal Places:
    Record all measurements with the same number of decimal places to reflect the precision of your measurement tools.
  • Mean Values:
    When calculating averages from replicates, express the result with the same precision as the individual data points.

5. Handling Anomalous Results

  • Identifying Outliers:
    Clearly mark anomalous results (e.g., using bold italics or a specific note) to differentiate them from typical data.
  • Excluding Anomalies:
    If an outlier cannot be re-measured, consider excluding it from the mean calculation to prevent skewing the data.
    Example: If one reading at 1.0% concentration is anomalous (e.g., 18.9 s) and the other two readings are 13.1 s and 12.7 s, calculate the mean using only the consistent values:

6. Recording Non-Results

  • Documenting No Reaction:
    Clearly indicate when no measurable reaction occurs (e.g., “did not clot”).
  • Calculating Rates:
    For derived calculations such as reaction rates (e.g., 1/time), use special notation. For instance, if no reaction occurs (i.e., time is infinite), record the rate as 0 (since 1/∞=0).

7. Example of a Well-Organized Results Table

Below is an example table summarizing data from a rennin experiment:

Rennin Concentration (%)Time to Reach End-Point (s) – 1st ReadingTime to Reach End-Point (s) – 2nd ReadingTime to Reach End-Point (s) – 3rd ReadingMean Time (s)
0.0did not clotdid not clotdid not clotdid not clot
0.267.268.967.867.96
0.448.146.947.347.1
0.630.131.930.130.7
0.820.319.219.919.8
1.013.113.118.9 (anomalous)12.9

Note: In the 1.0% concentration row, the anomalous result (18.9 s) is highlighted and excluded from the mean calculation.


8. Summary Tips for Accurate Data Recording

  • Document Non-Results:
    Clearly mark instances where the expected reaction does not occur so that derived calculations accurately reflect these cases.
  • Design Clear Tables:
    An organized and neat table facilitates easier data interpretation and subsequent graphing or statistical analysis.
  • Consistency is Key:
    Maintain uniform decimal places and consistent units across all measurements for clarity and precision.
  • Handle Anomalies Carefully:
    Identify and document outliers. If needed, exclude these from statistical analyses to ensure that the overall data remains representative.
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