Data Interpretation: Methods and Shortcuts
SSC · Banking · Railways · State exams — method by method
In data interpretation (DI) you get a table or a chart and 4–5 questions on it. The maths is light; the test is of time and care in reading. In this chapter we learn the methods that work for every kind of chart: how to read a chart, quick conversion between fractions and percents, moving ahead by estimation, and finding change, ratio, average and growth rate. Each method has the idea, the formula (with the meaning of every letter), the steps, solved questions with a chart, and questions to try yourself; the solution stays hidden, so try first.
Part 2: methods special to pie, bar and line charts, cumulative and missing values, two tables / two charts, caselets, option elimination and a 5-question set in 4 minutes — open Data Interpretation: Chart Methods and Speed Plan in the chapter list.
| Type of chart | Open this for more practice |
|---|---|
| Table | Data Table |
| Pie chart | Pie Chart |
| Bar chart | Bar Chart |
| Line graph | Line Graph |
| Two charts together | Mixed Graph |
| “Is it enough?” | Data Sufficiency |
Reading and quick arithmetic
Care in reading, the fraction-percent table, estimation and comparing fractions.
Reading a chart or table without mistakes
Stopping reading slips by checking unit, scale, labels and base.
The idea
Most DI questions are lost at reading, not at maths. The setter hides a trap in the chart: different units, a scale that does not start at zero, or a percent of something else. A hurried reader does correct maths on the wrong number. So before any calculation spend 30 seconds on a five-point check.
| Look at | Ask yourself | If missed |
|---|---|---|
| ① Title | What, where and when is measured? | working on the wrong thing (imports instead of exports) |
| ② Unit | Thousands or lakhs? ₹ or %? | answer 100 or 1,000 times off |
| ③ Scale | Does the axis start at 0? How much between two ticks? | wrong comparison from bar heights |
| ④ Labels | Which colour or shape is which series? Years or months on the x-axis? | two series swapped |
| ⑤ Base | A percent of what: the total, last year, or one part? | adding percents that have different bases |
Steps
- Read the title and unit; jot the unit in a corner of your sheet.
- Check where the axis starts and the gap between two ticks.
- Match labels and legend: colour ↔ series, axis ↔ year / month.
- Read the last line of each question: which numbers are needed?
- Write the numbers with the unit, then calculate.
Worked questions
Table: milk collected by three dairies. Spring figures are in lakh litres, summer figures in thousand litres.
| Dairy | Spring (lakh litres) | Summer (thousand litres) |
|---|---|---|
| Aravali | 9.2 | 780 |
| Banas | 7.5 | 810 |
| Chambal | 6.4 | 645 |
- 1The two columns have different units (1 lakh = 1,00,000; 1 thousand = 1,000), so subtracting 9.2 and 780 directly is meaningless.
- 2Spring = 9.2 lakh = 9,20,000 L; summer = 780 thousand = 7,80,000 L.
- 3Difference L; more in spring.
- 1All three are in one unit (thousand litres), so add directly: thousand litres.
- 2The question wants lakhs; 100 thousand = 1 lakh, so lakh.
- 1The axis starts at 40, so the visible height = value − 40: for 2019 and for 2021. That is the 2.5-times illusion.
- 2The real values are 50 and 65: rise thousand tonnes.
- 3Rise % (the base is the older value, 50).
Table: households of two zones and the percent that have solar water heaters (each percent is of that zone’s own households).
| Zone | Households (thousand) | With heaters (%) |
|---|---|---|
| North | 40 | 15% |
| South | 60 | 25% |
- 1The two percents have different bases (40 thousand and 60 thousand), so averaging 15 and 25 to 20% is wrong.
- 2North: of thousand; South: of thousand.
- 3Total households thousand, with heaters thousand ⟹ .
Try yourself
Chart: water used in two hostels (in thousand litres). Note: the scale starts at 30. All questions below use this chart.
The fraction ↔ percent table (1/2 to 1/20)
Doing percent and ratio work in seconds by knowing the percents of unit fractions.
The idea
DI keeps asking “what percent is this of that?” and “what is the value after a rise of this percent?”. Working out 350 ÷ 2100 × 100 costs 25 seconds, but if you know you see 350 and 2100 and say “one-sixth”. So recognise the fraction → know the percent (or the reverse). In the picture below each bar is the percent of ; the colours show which fractions are one family.
- numerator of the fraction
- denominator of the fraction
- percent of (from the picture)
| Fraction | Percent | How | Fraction | Percent | How |
|---|---|---|---|---|---|
| 37.5% | 3 × 12.5 | 2 × 33⅓ | |||
| 62.5% | 5 × 12.5 | 100 − 16⅔ | |||
| 87.5% | 100 − 12.5 | 5 × 8⅓ | |||
| 18.75% | 3 × 6.25 | 4 × 11⅑ | |||
| 60% | 3 × 20 | 3 × 14²⁄₇ |
Here: = numerator, = denominator; the “How” column multiplies the numerator by the percent of the unit fraction.
Steps
- Write the two numbers as a fraction and reduce it (350/2100 = 1/6).
- Recognise the percent of the reduced fraction from the table; if the numerator is more than 1, use unit fraction × numerator.
- Reverse: turn the percent into a fraction (37.5% = 3/8) and divide and multiply on the number itself.
Worked questions
- 1Rise ; the base is the old value 640.
- 2 (divide both by 80).
- 3 (from the table).
- 1 and , so .
- 2, then .
- 1 (both are multiples of 350).
- 2From the table .
- 1, i.e. 1 part out of 9 parts of the original was lost.
- 2The remaining parts , so 1 part .
- 3Original .
Try yourself
Estimation: rounding and 10%-1% blocks
Getting close to the answer by rounding and by adding up 10%, 5% and 1%.
The idea
DI options are usually 2–3% or more apart. So there is no need to do the full division with 6,023 and 6,987: treat them as 6,000 and 7,000 and the estimate will not cross the gap between options. The second tool is breaking a percent into 10%, 5% and 1% blocks: move the decimal point one place for 10% and two places for 1%.
- the real number in the question
- the rounded number you use
| Move | Example |
|---|---|
| 10% = decimal one place left | 10% of 2,480 = 248 |
| 5% = half of 10% | 5% of 2,480 = 124 |
| 1% = decimal two places left | 1% of 2,480 = 24.8 |
| Other % = add / subtract | 18% = 10% + 5% + 3×1%; 19% = 20% − 1% |
Steps
- Look at the options: how far apart are the two closest? That is your allowance.
- Round each number to 2 significant digits (6,023 → 6,000). Rounding the numerator up and the denominator down makes the fraction bigger (and the reverse).
- Calculate with the rounded numbers.
- Think of the direction of the error: is the true answer a little above or below the estimate? Pick the nearer option.
Worked questions
- 1 (two tens and three ones).
- 210% ; twice . 1% ; thrice .
- 3Add: .
- 1The options are 2–4 apart, so an error of up to 1 is fine.
- 26,023 → 6,000 and 6,987 → 7,000 (each moved by less than 0.5%).
- 3Rise ; .
- 416 is nearest (14 and 20 are far).
- 1Numerator (up), denominator (down): both changes raise the fraction, so the true value is below the estimate.
- 2.
- 3True value a little below 41.7 ⟹ 41 (45 is far).
- 1.
- 210% ; thrice ; 5% .
- 3.
Try yourself
Comparing fractions and ratios without dividing
Deciding “which ratio or percent is highest?” without dividing.
The idea
“In which year (or institute) is the ratio highest?” is the most frequent DI question. Turning every fraction into a decimal takes time, and close values invite slips. For a comparison you do not need the full value, only which is bigger. Four moves do it, and all rest on one idea: put the fractions side by side without dividing.
- numerator and denominator of the first fraction
- numerator and denominator of the second fraction
| Move | When | Example |
|---|---|---|
| ① Cross-multiply | any two fractions | vs : 55 < 56 |
| ② Benchmark ½ | many fractions; “who is above a half?” | : ⟹ above a half |
| ③ Gap from the whole | fractions near 1 | (gap ) vs (gap ): the smaller gap is the bigger fraction |
| ④ Same numerator or denominator | numerators (or denominators) easy to match | vs = : smaller denominator ⟹ bigger fraction |
Here: = numerators, = denominators; “gap” = denominator − numerator, how far short of the whole.
Steps
- Write each as a fraction: numerator = the thing asked about, denominator = what it is compared with.
- Pick a move (table above); with five or more fractions run a tournament: pick the bigger of the first two, test it against the third, and so on.
- Each comparison is one cross-multiplication; a list of fractions needs only comparisons.
Worked questions
Table: seats filled and seats available in four training institutes.
| Institute | Seats filled | Seats available |
|---|---|---|
| Aarohi | 44 | 56 |
| Bodh | 51 | 66 |
| Chetna | 62 | 79 |
| Disha | 39 | 50 |
- 1Share : , , , .
- 2First two: , . ⟹ Aarohi leads.
- 3Aarohi vs Chetna: , ⟹ Aarohi leads (by only 4!). Aarohi vs Disha: .
- 1Both are near 1, so look at the “gap from the whole”: and .
- 2The smaller the gap, the bigger the fraction: .
- 1 exactly when .
- 2 ✗; ✓; ✓.
- 112 = 2 × 6, so to make the numerator 6 divide both by 2: .
- 2Numerators are equal and ⟹ is bigger.
Try yourself
Table: parts made and workers in five factories. “Output per worker” = parts ÷ workers.
| Factory | Parts made | Workers |
|---|---|---|
| F1 | 372 | 12 |
| F2 | 551 | 17 |
| F3 | 464 | 15 |
| F4 | 595 | 19 |
| F5 | 413 | 13 |
Change, ratio, average and growth
Percent change, ratio, percent-to-units, average and growth rate.
Percent change and percentage points
Percent rise and fall, the difference between percent and percentage points, and reverse questions.
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Ratios from a chart and comparing ratios
The ratio of two values, ratios of sums, and ratios from percents with different bases.
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With the pass, every example, practice question and solution in this chapter opens.
Turning a percent into units
Treating discount, profit or commission percents as parts of a base to find ratios across two cases.
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With the pass, every example, practice question and solution in this chapter opens.
Average and weighted average
Average from a chart, average rise, and the weighted average of groups of different sizes.
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With the pass, every example, practice question and solution in this chapter opens.
Growth rate and compound growth rate (CAGR)
Year-on-year growth, the year of highest growth, estimating CAGR, and projecting forward.
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With the pass, every example, practice question and solution in this chapter opens.
Summary, mixed practice, revision
A table of all methods, two mixed question sets and revision.
Summary of all methods
Every method on one page: when to use it and the key formula.
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With the pass, every example, practice question and solution in this chapter opens.
Mixed practice 1: a table
Questions from different methods on one table.
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Mixed practice 2: a bar chart
Questions from different methods on one bar chart.
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Revision: the commonest slips
One slip per method that costs marks.
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