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The graph shows monthly temperature data, in degrees Celsius (°C), about the Earth's troposphere as measured by Satellite X. It...

GMAT Graphics Interpretation : (GI) Questions

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Graphics Interpretation
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Graph showing monthly temperature data from Earth's troposphere

The graph shows monthly temperature data, in degrees Celsius (°C), about the Earth's troposphere as measured by Satellite X. It presents the mean for the month less the mean for the entire 8-year period. The graph also includes a line of best fit for the data points shown.

For each of the following, use the drop-down menu to create the most accurate statement on the basis of the information provided.

1. To evaluate the conclusion that Earth's mean tropospheric temperature declined over the 8-year period shown, it would be most helpful to see a more comprehensive graph of the same period of time that showed
2. The conclusion that Earth's mean tropospheric temperature declined over the 8-year period shown would be most weakened if the set of measurements inwere revised toward the current line of best fit.
Solution

Owning the Dataset

Table 1: Text Analysis

Text Component Literal Content Simple Interpretation
Data subject Monthly temperature data about Earth's troposphere Tracks monthly temperature changes in Earth's lower atmosphere
Measurement units Degrees Celsius (°C) Temperature differences are expressed in °C
Data source As measured by Satellite X All measurements are from a single satellite
Data presentation Mean for the month less the mean for the entire 8-year period Chart shows whether each month's temperature is above or below the 8-year average
Additional features Includes a line of best fit for the data points Trend line reveals the overall temperature direction over time

Table 2: Chart Analysis

Chart Component What's Shown What This Tells Us
Chart type Line graph with monthly points and trend line Shows monthly variability and overall trend
X-axis Years: 2001 - 2009, monthly intervals Covers 8 years of monthly data
Y-axis Temperature deviation: -0.5 to +0.4 °C Deviations from 8-year average; more negative = cooler
Trend line Blue, slopes downward left to right Indicates a general cooling trend over the period
Data pattern 2001-2004: mostly above zero, 2007-2009: mostly below zero Early years warmer, later years cooler compared to period average
Notable extremes High spike (~+0.3°C, 2007), low point (~-0.4°C, 2008-9) Large cold deviation in 2008-9 heavily influences the observed trend

Key Insights

  1. The downward-sloping trend line indicates tropospheric temperatures declined (cooled) from 2001 to 2009.
  2. The largest negative deviations occur in 2008-2009 (nearly -0.4°C), contributing strongly to the overall cooling trend.
  3. There is a clear shift in monthly temperature deviations: mostly warmer than average in early years (2001-2004), mostly cooler in later years (2007-2009).
  4. The dataset relies on one satellite, which limits cross-verification and broader context.

Step-by-Step Solution

Question 1: Evaluating the Validity of the Cooling Trend Conclusion

Complete Statement:

To evaluate the conclusion that Earth's mean tropospheric temperature declined over the 8-year period shown, it would be most helpful to see a more comprehensive graph of the same period of time that showed ____.

Breaking Down the Statement
  • Statement Breakdown 1:
    • Key Phrase: evaluate the conclusion
      • Meaning: Assess whether the stated cooling trend is accurate or could be misleading.
      • Relation to Chart: The chart currently displays a downward trend from a single satellite's data, which could be questioned for accuracy or representativeness.
      • Important Implications: We need evidence beyond a single source to confirm or challenge the apparent trend.
  • Statement Breakdown 2:
    • Key Phrase: Earth's mean tropospheric temperature declined
      • Meaning: There is a claim that average lower atmospheric temperatures decreased over the period.
      • Relation to Chart: The chart's trend line is sloping downward, indicating apparent cooling.
      • Important Implications: If the data from this one satellite is incorrect or biased, the conclusion could be faulty.
  • What is needed: What additional data would be most helpful to firmly support or refute the conclusion that tropospheric temperatures declined over this period?
Solution:
  • Condensed Solution Implementation:
    The most scientifically rigorous way to evaluate a result from one device or method is to compare with independent measurements of the same variable. Thus, showing tropospheric temperature data from other satellites would provide the best evaluation.
  • Necessary Data points:
    Current chart: satellite X only; potential answers include x-axis labels, y-axis scaling, unrelated atmospheric data, or data from other satellites.
    • Calculations Estimations:
      Not a calculation question; the key is to recognize that only corroborating measurements of the same variable can directly confirm or challenge the conclusion.
    • Comparison to Answer Choices:
      Among the options, only 'data from other satellites' offers an independent check on the downward trend, while other choices don't address the central issue.
FINAL ANSWER Blank 1: tropospheric temperature readings from other satellites

Question 2: Identifying the Data Most Impacting the Trend Line

Complete Statement:

The conclusion that Earth's mean tropospheric temperature declined over the 8-year period shown would be most weakened if the set of measurements in ____ were revised toward the current line of best fit.

Breaking Down the Statement
  • Statement Breakdown 1:
    • Key Phrase: conclusion ... would be most weakened
      • Meaning: Identify which adjustment would have the greatest effect in making the declining trend less apparent.
      • Relation to Chart: The chart's trend is defined by all data points; outliers have a strong influence on the trend line.
  • Statement Breakdown 2:
    • Key Phrase: measurements ... revised toward the current line of best fit
      • Meaning: Altering the selected year's data to be closer to the overall trend line.
      • Relation to Chart: Points far below the trend line pull the average downward.
  • What is needed: From the chart, which year's data points are outliers furthest below the line and thus influence the negative slope most?
Solution:
  • Condensed Solution Implementation:
    Inspect all years and identify which contains the most extreme negative deviations. Outliers that are most below the line, if raised, will most weaken the overall downward trend.
  • Necessary Data points:
    2008 clearly has several months with readings far below the trend line; other years are either mixed around the line or contain upward spikes.
    • Calculations Estimations:
      Not required, as the distinction is visually clear: 2008 has values reaching about -0.3°C to -0.4°C below the mean, lower than any other year.
    • Comparison to Answer Choices:
      2008 would affect the trend the most if revised upward, while revising other years would have less impact.
FINAL ANSWER Blank 2: 2008

Summary

Blank 1 tests whether the student can recognize that independent data from other satellites is best for evaluating a scientific claim, while blank 2 tests the ability to identify outlier data that most affects a trend line. Both require careful reading of the chart and understanding of scientific method and statistics.

Question Independence Analysis

These questions are independent: blank 1 tests critical thinking about data sources and validation of conclusions, while blank 2 focuses on understanding statistical influence of data points on a trend. Solving one does not depend on the answer to the other.

Answer Choices Explained
1. To evaluate the conclusion that Earth's mean tropospheric temperature declined over the 8-year period shown, it would be most helpful to see a more comprehensive graph of the same period of time that showed
1A
Months and years on the horizontal axis
1B
A broader range for the vertical axis
1C
Additional atmospheric characteristics
1D
Tropospheric temperature readings from other satellites
2. The conclusion that Earth's mean tropospheric temperature declined over the 8-year period shown would be most weakened if the set of measurements in
2A
2001
2B
2004
2C
2007
2D
2008
were revised toward the current line of best fit.
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