Unit 6: Data Interpretation and Data Sufficiency - Subjective Questions
PEA308 — Advanced Analytical Skills-Ii • Practice Questions with Detailed Answers
20 questions
A bar graph represents the annual production of two factories, A and B, over five years.
| Year | Factory A | Factory B |
|---|---|---|
| 2020 | 120 | 100 |
| 2021 | 150 | 140 |
| 2022 | 180 | 160 |
| 2023 | 210 | 200 |
| 2024 | 240 | 220 |
The production figures are in thousand units. Calculate the total production of each factory, the percentage by which Factory A's total exceeds Factory B's total, and the compound annual growth rate of Factory A from 2020 to 2024.
Step 1: Total production
- Factory A: thousand units.
- Factory B: thousand units.
Step 2: Percentage excess of A over B
Thus, Factory A's total production exceeds Factory B's total by approximately .
Step 3: Compound annual growth rate of Factory A
There are four annual growth intervals from 2020 to 2024.
Therefore, the CAGR of Factory A is approximately per year.
A grouped bar graph shows the revenue of four branches in 2022 and 2023.
| Branch | 2022 revenue | 2023 revenue |
|---|---|---|
| North | 80 | 100 |
| South | 120 | 150 |
| East | 100 | 90 |
| West | 150 | 180 |
Revenue is measured in lakh rupees. Compare the overall revenues of the two years, identify the branches with the largest absolute increase, and determine the percentage change for the East branch.
Overall revenue in 2022
Overall revenue in 2023
The absolute overall increase is:
The percentage increase is:
Branch-wise absolute changes
- North: lakh.
- South: lakh.
- East: lakh.
- West: lakh.
South and West have the largest absolute increase of lakh each.
For the East branch:
Therefore, East experienced a decrease, while total revenue increased by approximately .
Explain how a bar graph should be interpreted systematically. Distinguish between a simple bar graph, a grouped bar graph, and a stacked bar graph, and describe two common sources of misleading interpretation.
Systematic interpretation of a bar graph
- Read the title to identify the subject and time period.
- Examine the horizontal and vertical axes and their units.
- Check the scale and determine whether it begins at zero.
- Use the legend to identify different data series.
- Compare bar heights and calculate absolute or percentage differences when required.
Types of bar graphs
- Simple bar graph: Uses one bar for each category and represents a single data series.
- Grouped bar graph: Places two or more bars side by side for each category, allowing direct comparison among multiple series.
- Stacked bar graph: Divides each bar into components. The complete bar represents a total, while its segments represent constituent parts.
Misleading features
- A truncated vertical axis can exaggerate small differences between values.
- Unequal bar widths or inconsistent scales can create a false visual comparison.
A correct interpretation must therefore use the numerical scale rather than relying only on the apparent bar sizes.
The following table gives the number of units of four products sold in 2022 and 2023.
| Product | 2022 | 2023 |
|---|---|---|
| P | 500 | 650 |
| Q | 400 | 460 |
| R | 600 | 540 |
| S | 300 | 450 |
Calculate the total percentage growth in sales, the percentage change for each product, and identify the fastest-growing product.
Total sales
- In 2022: units.
- In 2023: units.
The overall percentage growth is:
Product-wise percentage changes
- Product P:
- Product Q:
- Product R:
- Product S:
Product S is the fastest-growing product with a increase. Product R is the only product that recorded a decline.
The marks of four students in three subjects are shown below. Student C's Mathematics marks are missing.
| Student | Mathematics | Physics | English |
|---|---|---|---|
| A | 78 | 82 | 74 |
| B | 85 | 76 | 80 |
| C | 72 | 84 | |
| D | 88 | 90 | 86 |
If Student C's average is 78, find . Then calculate the class average in Physics and rank the students according to their total marks.
Student C's total marks must be:
Therefore:
Physics class average
Total marks of each student
- A:
- B:
- C:
- D:
Ranking
- D with marks.
- B with marks.
- A and C jointly with marks each.
Thus, the missing Physics mark is , and the Physics class average is .
A production table contains the following data for three machines.
| Machine | Total output | Operating hours | Defective units |
|---|---|---|---|
| M1 | 480 | 8 | 12 |
| M2 | 550 | 10 | 11 |
| M3 | 630 | 9 | 21 |
Compare the machines using gross output per hour, defect rate, and good output per hour. Also calculate the overall defect rate.
Machine M1
- Gross output per hour:
- Defect rate:
- Good output:
- Good output per hour:
Machine M2
- Gross output per hour:
- Defect rate:
- Good output:
- Good output per hour:
Machine M3
- Gross output per hour:
- Defect rate:
- Good output:
- Good output per hour:
M3 has the highest gross and good output per hour, while M2 has the lowest defect rate.
Overall defect rate
Therefore, the overall defect rate is approximately .
A pie chart represents a monthly household income of Rs. 60,000 distributed as follows: Housing , Food , Transport , Education , Savings , and Others . Find the amount spent or saved under each category, the central angle for Education, and the ratio of Savings to Others.
Amounts represented by the sectors
- Housing:
- Food:
- Transport:
- Education:
- Savings:
- Others:
Central angle for Education
Ratio of Savings to Others
Thus, the Education sector has an angle of , and the ratio of Savings to Others is .
Two pie charts show the market shares of five companies in the previous year and the current year. The previous year's total market was 700 thousand units, while the current year's total market is 800 thousand units.
| Company | Previous share | Current share |
|---|---|---|
| A | ||
| B | ||
| C | ||
| D | ||
| E |
Calculate the actual sales of every company in both years and identify the company with the highest percentage growth.
Previous-year sales in thousand units
- A: of
- B: of
- C: of
- D: of
- E: of
Current-year sales in thousand units
- A: of
- B: of
- C: of
- D: of
- E: of
Percentage growth
- A:
- B:
- C:
- D:
- E:
Company E has the highest percentage growth, approximately .
A pie chart divides 2,500 employees among five departments. The central angles for Production, Sales, Finance, and Human Resources are respectively , , , and . The remaining sector represents Research. Determine the angle, percentage share, and number of employees in Research. Also find the combined number of employees in Production and Sales.
The sum of the four given angles is:
Therefore, the angle for Research is:
Research percentage
Research employees
The combined angle for Production and Sales is:
This is half of the complete circle. Hence, the combined number of employees is:
Research has 250 employees, while Production and Sales together have 1,250 employees.
A line graph records the monthly visitors, in thousands, to a website as follows: January 120, February 150, March 135, April 180, May 210, and June 195. Determine the average monthly visitors, the month with the largest absolute increase, the percentage increase during that month, and the overall percentage change from January to June.
Average monthly visitors
The average is 165 thousand visitors.
Month-to-month changes
- February:
- March:
- April:
- May:
- June:
The largest absolute increase occurred from March to April and was 45 thousand visitors.
Its percentage value is:
Overall percentage change from January to June
Thus, visitors increased overall by .
A company's monthly profit, in lakh rupees, for six consecutive months is and . Calculate the three-month moving averages and explain what they reveal about the profit trend.
A three-month moving average is found by averaging each consecutive group of three observations.
First three months
Months 2 to 4
Months 3 to 5
Months 4 to 6
The moving averages are therefore and lakh.
- Every moving average is higher than the preceding one.
- The temporary decline from to is smoothed out.
- The sequence indicates a clear and strengthening upward profit trend.
A line graph compares the output of two production lines over five weeks. Line A records and units, while Line B records and units. Compare their trends, identify their point of intersection, and calculate the total and average output of each line.
Trend comparison
- Line A increases continuously by units per week.
- Line B decreases continuously by units per week.
- The lines move in opposite directions.
Both lines record units in week 3, so this is their point of intersection.
Line A
Line B
Although the trends are opposite, both production lines have the same total output of 200 units and the same average output of 40 units per week.
A mixed graph uses bars for units sold and a line for average selling price. The data are:
| Year | Units sold | Price per unit |
|---|---|---|
| 2020 | 1,000 | Rs. 50 |
| 2021 | 1,200 | Rs. 55 |
| 2022 | 1,500 | Rs. 52 |
| 2023 | 1,400 | Rs. 60 |
Calculate annual revenue, identify the year with the highest revenue, and determine the percentage increase in revenue from 2020 to 2023. Explain why the year with the highest units sold need not have the highest revenue.
Revenue is calculated using:
Annual revenues
- 2020:
- 2021:
- 2022:
- 2023:
The highest revenue was Rs. 84,000 in 2023.
Percentage increase from 2020 to 2023
The highest number of units was sold in 2022, but the highest revenue occurred in 2023. This is because the price per unit increased from Rs. 52 to Rs. 60, more than compensating for the reduction of 100 units in sales.
A mixed pie-chart and tabular presentation describes 4,000 online orders. Regional shares are North , South , East , and West . Their respective return rates are and . Calculate the number of orders and returned orders for every region, and determine the overall return rate.
Regional orders and returns
-
North orders:
-
North returns:
-
South orders:
-
South returns:
-
East orders:
-
East returns:
-
West orders:
-
West returns:
Total returned orders
Overall return rate
East has the largest number of returns, while West has the lowest return rate. The overall return rate is , which is a weighted rate based on regional order volumes.
A mixed graph shows the output and capacity utilization of three plants. Plant A produces 800 units at utilization, Plant B produces 1,000 units at utilization, and Plant C produces 1,200 units at utilization. Determine the installed capacity and unused capacity of each plant, and calculate the combined utilization rate.
Installed capacity is determined from:
Plant A
Unused capacity: units.
Plant B
Unused capacity: units.
Plant C
Unused capacity: units.
Combined utilization
Total output:
Total capacity:
Plant C has the greatest output but also the greatest unused capacity. The combined utilization rate is approximately .
A histogram has the following equal-width class intervals and frequencies:
| Class interval | Frequency |
|---|---|
| - | 5 |
| - | 9 |
| - | 12 |
| - | 8 |
| - | 6 |
Estimate the mean, median, and mode of the distribution.
Estimated mean
The class midpoints are and .
The total frequency is . Therefore:
Estimated median
The cumulative frequencies are and . Since , the median class is -.
Estimated mode
The modal class is - because it has the highest frequency.
Thus, the estimated mean, median, and mode are and , respectively.
A histogram is to be drawn for unequal class intervals with the following frequencies:
| Class interval | Frequency |
|---|---|
| - | 10 |
| - | 30 |
| - | 20 |
| - | 40 |
Calculate the frequency density of each interval, identify the modal class from the histogram, and find the percentage of observations between 5 and 20.
For unequal class widths, histogram height must represent frequency density:
Frequency densities
- -:
- -:
- -:
- -:
The interval - has the greatest frequency density, so it is the modal class in the histogram.
The total frequency is:
The frequency from 5 to 20 is:
Therefore, the required percentage is:
The area of each histogram bar, rather than its height alone, is proportional to frequency.
Distinguish between a bar graph and a histogram. Explain the role of class boundaries, class width, frequency, frequency density, and bar area in constructing and interpreting a histogram.
Bar graph and histogram comparison
- A bar graph represents discrete or categorical data, whereas a histogram represents a continuous frequency distribution.
- Bars in a bar graph normally have gaps; histogram bars touch because the class intervals are continuous.
- The order of categories in a bar graph can often be changed, but histogram intervals must remain in numerical order.
- Bar width in a simple bar graph has no statistical meaning. Histogram width represents the class interval.
Important histogram concepts
- Class boundaries: The exact limits that make adjacent classes continuous, such as converting - and - into - and -.
- Class width: The difference between the upper and lower class boundaries.
- Frequency: The number of observations in a class.
- Frequency density: Calculated as and used as bar height when widths are unequal.
- Bar area: Proportional to frequency because .
Consequently, the tallest histogram bar is not necessarily the class with the greatest frequency when class widths differ.
For the question "What is the value of ?", examine the following statements and determine whether the data are sufficient.
- Statement I: .
- Statement II: .
State whether Statement I alone, Statement II alone, both statements together, or neither is sufficient. Justify your conclusion.
Testing Statement I alone
From:
we obtain:
Since two values are possible, Statement I alone is not sufficient.
Testing Statement II alone
The condition allows infinitely many positive values. Therefore, Statement II alone is not sufficient.
Using both statements together
Statement I gives or , while Statement II requires to be positive. Hence:
Therefore, both statements together are sufficient, but neither statement alone is sufficient.
A positive two-digit number has tens digit and units digit . Determine whether the following statements are sufficient to find uniquely.
- Statement I: The sum of the digits is 11.
- Statement II: The number obtained by reversing the digits is 27 greater than the original number.
Test each statement separately and then together.
The original number is:
The reversed number is:
Statement I alone
Several digit pairs satisfy this equation, such as , , , and . Therefore, Statement I alone is not sufficient.
Statement II alone
Several pairs satisfy this relation, so Statement II alone is not sufficient.
Both statements together
We have:
Adding the equations gives:
Then:
Therefore:
Thus, both statements together are sufficient, but neither statement alone is sufficient.
A bar graph represents the annual production of two factories, A and B, over five years.
| Year | Factory A | Factory B |
|---|---|---|
| 2020 | 120 | 100 |
| 2021 | 150 | 140 |
| 2022 | 180 | 160 |
| 2023 | 210 | 200 |
| 2024 | 240 | 220 |
The production figures are in thousand units. Calculate the total production of each factory, the percentage by which Factory A's total exceeds Factory B's total, and the compound annual growth rate of Factory A from 2020 to 2024.
Step 1: Total production
- Factory A: thousand units.
- Factory B: thousand units.
Step 2: Percentage excess of A over B
Thus, Factory A's total production exceeds Factory B's total by approximately .
Step 3: Compound annual growth rate of Factory A
There are four annual growth intervals from 2020 to 2024.
Therefore, the CAGR of Factory A is approximately per year.
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