CSAT (Civil Services Aptitude Test) is Paper II of the UPSC CSE Prelims — a qualifying-only paper covering reading comprehension, logical reasoning, analytical ability, basic numeracy, data interpretation, and decision making. Unlike GS Paper I, CSAT marks do not count toward merit — candidates only need 33% (66 out of 200) to qualify. But every year some well-prepared GS candidates are eliminated by a CSAT difficulty spike (2014 being the most notorious example), so it cannot be taken lightly. Every formula, worked example, diagram, and strategy note is included below.
After studying this chapter you will be able to:
CSAT has no strict subject prerequisite — the reading, reasoning and numerical skills built here are foundational and also strengthen your approach to GS Paper I's data-heavy questions. Once you've worked through the chapters below, use the dynamic CSAT test generator on the CSAT hub page to build randomised practice sets by difficulty — or head to Study Material to explore other UPSC CSE subjects.
Reading Comprehension is the largest section in CSAT — typically 20–25 questions from 4–5 passages. It is also the most scoring section for well-prepared candidates. Master passage types, question types, and active reading strategies.
| Aspect | Details |
|---|---|
| Typical passages | 4–5 passages per paper; 200–400 words each; bilingual (English + Hindi) |
| Questions per passage | 4–6 questions |
| Total comprehension questions | ~20–25 (out of 80 total CSAT questions) |
| Passage topics | Social issues, environment, governance, science, philosophy, economics, history |
| Language of passage | Bilingual (English and Hindi provided); answer in any language you attempt |
| Question Type | How to Approach |
|---|---|
| Factual / Directly stated | Answer explicitly in passage; scan for keywords; do not infer beyond text |
| Inference / Implied meaning | Not stated but logically follows; must be grounded in passage; avoid over-inference |
| Central idea / Main theme | What is the passage primarily about? Eliminate options that are too narrow (one detail) or too broad |
| Author's tone / Attitude | How does the author feel about the subject? Critical / supportive / neutral / analytical / concerned |
| Title of passage | Best title = captures main theme; not too narrow or specific; not too broad |
| Vocabulary in context | What does the underlined word mean in THIS context? Choose the option that fits the sentence meaning |
| "Which statement is NOT correct?" | Reversal question; check each statement against passage carefully; do not rely on general knowledge |
~20–25 of 80 questions from 4–5 passages
6–8 min/passage; never exceed 10 min
Answer from passage only — not general knowledge
Given: A passage discusses how urban flooding results from encroachment on wetlands, poor drainage design, and unregulated construction, using one city's 2019 flood as a case study. Which option best captures the passage's main theme — "The 2019 flood in the city was severe" or "Unplanned urbanisation increases flood vulnerability"?
Solution: The first option is just one supporting detail (too narrow); the second captures the passage's overall argument, of which the flood example is illustrative.
Answer: "Unplanned urbanisation increases flood vulnerability" — the central idea, not a narrow detail.
Given: A passage states "The policy was implemented in 2015 and led to a 12% rise in enrolment by 2018." An option claims "The policy was universally successful across all regions." Is this a valid inference?
Solution: The passage only supports a national/aggregate rise; it says nothing about uniform success across every region — that claim goes beyond what is stated or logically implied.
Answer: Not a valid inference — reject it as an over-extension beyond the passage (an "outside knowledge" / over-inference trap).
Given: A passage repeatedly uses phrases like "regrettably", "falls short of", and "a missed opportunity" when describing a government scheme. What is the author's tone?
Solution: These phrases carry a consistently negative/evaluative charge about the scheme's performance, without being purely factual or celebratory.
Answer: Critical / disappointed tone — identified by scanning for emotionally loaded language, exactly as the active-reading strategy recommends.
Fig. 1.1 — Active reading strategy: skim the questions, read the passage actively, identify its structure, then answer strictly from the passage.
Logical reasoning covers syllogisms, blood relations, coding-decoding, direction problems, series, and analogies. These are formula-based topics — master the rules and practise to build speed and accuracy.
| Type | Approach |
|---|---|
| Letter shifting | Find the shift pattern (+2, −3, etc.); apply consistently; check if same shift for all letters |
| Position reversal | DELHI → IHLED; check if word is reversed |
| Number-letter coding | A=1, B=2 ... Z=26; or A=26, B=25 (reverse); identify the pattern |
| Symbol coding | Each letter replaced by a symbol; find pattern from given example |
| Conditional coding | Rules given (e.g., vowels coded differently from consonants); apply each rule |
\( \text{Distance} = \sqrt{a^2+b^2} \) (Pythagoras)
A=1…Z=26 (forward) or A=26…Z=1 (reverse)
Conclusion must hold in ALL possible Venn diagrams
Given: Statements: "All cats are animals." "Some animals are wild." Conclusion: "Some cats are wild." Is this valid?
Solution: Draw the Venn diagrams: cats fully inside animals; "some animals are wild" overlaps animals with a wild circle, but that overlap need not touch the cats circle at all — it's possible for wild animals to be entirely non-cats.
Answer: Not valid — the conclusion does not hold in every possible diagram, since the "wild" overlap can avoid the cats region entirely.
Given: A man walks 8 km East, then 6 km North. Find his straight-line distance from the starting point.
Solution: This forms a right triangle with legs 8 km and 6 km.
\( \text{Distance} = \sqrt{8^2+6^2} = \sqrt{64+36} = \sqrt{100} = 10 \) km
Answer: 10 km from the starting point.
Given: Find the next term: B, D, G, K, P, ?
Solution: Differences in position: B(2)→D(4): +2; D(4)→G(7): +3; G(7)→K(11): +4; K(11)→P(16): +5. The differences themselves increase by 1 each time (second-order pattern), so the next gap is +6.
Answer: P(16)+6 = position 22 = V
Fig. 2.1 — The three standard syllogism forms drawn as Venn diagrams: All A are B (A fully inside B), Some A are B (partial overlap), No A is B (fully separate).
Analytical ability covers arrangement puzzles, statement-assumption/conclusion questions, cause-effect, and argument evaluation. These require careful, structured reasoning — rushing leads to errors.
Remove it → does the statement collapse? If yes, it IS an assumption
Must follow from ALL statements; must not contradict or over-extend
Directly relevant + practical + substantial to the central issue
Given: Six people A, B, C, D, E, F sit around a circular table facing the centre. A sits immediately to the right of B. C sits opposite A. Find C's position relative to B.
Solution: Fix B as the reference (0°). A is immediately right of B (adjacent, clockwise). "Opposite A" means directly across the table from A (3 seats away in a hexagon).
Answer: C sits three seats away from A (diametrically opposite), which places C two seats clockwise from B's own opposite position — solved by fixing one person and filling the rest relative to them.
Given: Statement: "Please switch off the lights when leaving the room to save electricity." Assumption: "Switching off lights when not in use saves electricity."
Solution: Test: without this assumption, would the instruction make sense? No — the entire instruction depends on the (unstated but obvious) fact that turning off unused lights saves electricity.
Answer: The assumption is implicit and necessary — it IS a valid assumption.
Given: Statement: "Should all new government buildings be required to install solar panels?" Argument I: "Yes, it reduces long-term electricity costs and supports national renewable energy targets." Argument II: "No, solar panels look ugly on colonial-style buildings."
Solution: Argument I is directly relevant, practical, and addresses cost/policy substance. Argument II is trivial/aesthetic and does not address the core cost-benefit or policy question.
Answer: Argument I is strong; Argument II is weak (trivial, not substantial to the central issue).
Fig. 3.1 — Circular arrangement strategy: fix one person (B) as the reference point, then place all others clockwise/anticlockwise using the given relative clues.
Basic numeracy covers percentages, ratios, profit-loss, time-speed-distance, averages, and simple/compound interest. These follow standard formulae — know them cold, practise mental calculations, and learn shortcuts to save time under exam conditions.
\(x\% \text{ of } y = \dfrac{x \times y}{100}\)
\(\%\,change = \dfrac{Change}{Original} \times 100\)
Successive: \(a+b+ab/100\)
More: \(A = B(1+x/100)\)
Less: \(A = B(1-x/100)\)
\(\text{If } a{:}b=m{:}n,\ a=km,\ b=kn\)
Componendo: \(\dfrac{a+b}{a-b}=\dfrac{m+n}{m-n}\)
\(Profit\% = \dfrac{Profit}{CP}\times100\)
\(SP = \dfrac{CP(100+P\%)}{100}\)
False weight: \(Profit\% = \dfrac{e}{W-e}\times100\)
\(D = S\times T\); \(\text{Avg speed}=\dfrac{\text{Total dist.}}{\text{Total time}}\)
Relative: same dir. \(=S_1-S_2\); opp. \(=S_1+S_2\)
Boats: up \(=B-R\); down \(=B+R\)
\(SI=\dfrac{PRT}{100}\); \(A=P(1+R/100)^n\)
\(CI-SI\ (2\text{yr})=P(R/100)^2\)
\(Average=\dfrac{\text{Sum}}{\text{Count}}\)
\(\text{Weighted avg}=\dfrac{\sum w_ix_i}{\sum w_i}\)
1-day work \(=1/a\); combined \(=1/a+1/b\)
\(time=ab/(a+b)\)
Given: A shopkeeper marks up an item's price by 25%, then gives a discount of 20% on the marked-up price. Find the net percentage change.
Solution: Using successive change formula with \(a=25,\ b=-20\):
\( \text{Net} = 25 + (-20) + \dfrac{25\times(-20)}{100} = 5 - 5 = 0\% \)
Answer: 0% — the price is unchanged after the markup and discount cancel out exactly.
Given: A train 150 m long crosses a pole in 10 seconds. Find its speed in km/hr.
Solution: Crossing a pole means covering a distance equal to the train's own length.
\( Speed = \dfrac{150}{10} = 15\ \text{m/s} = 15\times\dfrac{18}{5} = 54\ \text{km/hr} \)
Answer: 54 km/hr.
Given: A can complete a job in 12 days, B in 18 days. In how many days will they finish it working together?
Solution:
\( time = \dfrac{ab}{a+b} = \dfrac{12\times18}{12+18} = \dfrac{216}{30} = 7.2 \) days
Answer: 7.2 days (7 days and 4.8 hours) working together.
Fig. 4.1 — Alligation cross method: the mixing ratio of the lower-priced to higher-priced quantity equals (Higher − Mean) : (Mean − Lower).
Data Interpretation (DI) accounts for 10–15 questions in CSAT. Questions are based on bar charts, pie charts, line graphs, and tables. Speed in reading data and quick mental calculations are the keys — not complex concepts.
| Chart Type | Best For | Common Questions |
|---|---|---|
| Bar Chart | Comparing values across categories at a point in time or over time | Which category is highest/lowest? By how much? Percentage change between years? |
| Line Graph | Trends over time; multiple series comparison | Maximum/minimum value; steepest increase/decrease; when did X cross Y? |
| Pie Chart | Part-to-whole relationships; proportions | What % does category X represent? How many more units than Y? What is the value if total = N? |
| Table | Precise numerical data; multiple variables | Calculate ratio, percentage, average from given numbers |
| Mixed DI | Two types combined (table + pie chart); requires reading both | Combine data from both charts to answer; most complex type |
| Question Type | Quick Approach |
|---|---|
| Percentage change (Year A to Year B) | \(\dfrac{B - A}{A} \times 100\); if B > A → positive growth; if B < A → decline |
| Average of multiple years | Sum all values ÷ number of years; in bar/line charts, add up the bars visually first |
| Ratio between two items | Read values directly; reduce to simplest form; cross-multiply to compare |
| "By how much did X exceed Y?" | Simple subtraction; read values for the same year/category from the chart |
| Percentage of total (pie chart) | Read % directly OR \(\dfrac{\text{sector value}}{\text{total}} \times 100\) |
| Maximum increase / steepest slope | Scan all adjacent-year differences; pick the largest; approximation is usually sufficient |
\( \dfrac{\text{Part}}{\text{Total}}\times100 \)
\( \dfrac{\text{New}-\text{Old}}{\text{Old}}\times100 \)
\( Value=\dfrac{\theta}{360}\times Total \)
or \( \dfrac{\%}{100}\times Total \)
\( \dfrac{a}{b} \) vs \( \dfrac{c}{d} \): compare \(ad\) vs \(cb\)
Given: In a pie chart, the sector representing "Education" spending has a central angle of 72°. Total spending = ₹5,00,000. Find the amount spent on Education.
Solution:
\( Value = \dfrac{72}{360}\times 5{,}00{,}000 = 0.2\times5{,}00{,}000 = 1{,}00{,}000 \)
Answer: ₹1,00,000 spent on Education.
Given: A city's population grew from 8 lakh in 2015 to 10 lakh in 2020. Find the percentage growth.
Solution:
\( \text{Growth} = \dfrac{10-8}{8}\times100 = \dfrac{2}{8}\times100 = 25\% \)
Answer: 25% growth over the period.
Given: Which is larger, \(7/12\) or \(5/9\)?
Solution: Cross-multiply: \(7\times9=63\); \(5\times12=60\). Since \(63>60\), the first fraction is larger.
Answer: \(7/12 > 5/9\) — solved instantly without converting to decimals.
Fig. 5.1 — Two common DI chart types: bar charts for comparing values across categories, and pie charts for part-to-whole proportions.
Decision making questions test your ability to choose the best course of action in a given situation. Combined with overall CSAT strategy, this chapter completes your preparation for the qualifying paper.
| Parameter | Detail |
|---|---|
| Total questions | 80 MCQs |
| Total marks | 200 (2.5 marks each) |
| Duration | 2 hours (120 minutes) |
| Negative marking | 1/3rd of 2.5 = 0.833 marks per wrong answer |
| Qualifying marks | 33% = 66 out of 200 |
| Counts for merit? | No — qualifying only; does NOT add to GS Paper I score |
| Language | Bilingual (English + Hindi); choose either |
| Section | Approx. Questions | Time | Priority |
|---|---|---|---|
| Reading Comprehension | ~25 | 40–45 min | High — most marks available |
| Data Interpretation | ~10–12 | 15–20 min | High — if strong in math |
| Logical Reasoning | ~15–18 | 20–25 min | Medium — speed practice needed |
| Basic Numeracy | ~10–15 | 15–20 min | Medium-Low — skip hard ones |
| Analytical Ability | ~8–10 | 10–15 min | Medium — arrangements can be time-consuming |
| Buffer / Review | — | 5–10 min | Review marked questions |
80 questions × 2.5 marks = 200 marks
1/3 × 2.5 = 0.833 marks deducted per wrong answer
33% = 66/200 marks (does not count for merit)
Attempt only if ≥2 of 4 options can be eliminated
Given: You can eliminate 2 of 4 options in a question. Each correct answer is worth +2.5 marks; a wrong answer costs −0.833 marks. Should you attempt it?
Solution: With 2 options eliminated, probability of being correct = 1/2.
\( EV = 0.5\times2.5 + 0.5\times(-0.833) = 1.25 - 0.4165 = 0.8335 \)
Answer: Expected value is positive (+0.8335 marks) — attempt the question.
Given: A candidate attempts 60 of 80 questions and gets 45 correct, 15 wrong. Does the candidate qualify?
Solution:
\( \text{Score} = 45\times2.5 - 15\times0.833 = 112.5 - 12.5 = 100 \) marks
Answer: 100 marks out of 200 (50%) — comfortably above the 33% (66-mark) qualifying threshold.
Given: Using the recommended time allocation, a candidate spends 45 min on Comprehension, 20 min on DI, 22 min on Logical Reasoning, 18 min on Numeracy, and 12 min on Analytical Ability. How much buffer time remains in the 120-minute paper?
Solution:
\( \text{Used} = 45+20+22+18+12 = 117 \) min
Answer: \(120-117=3\) minutes of buffer — tight, confirming why sticking closely to the recommended allocation matters.
Fig. 6.1 — Recommended time allocation across the 120-minute CSAT paper: Reading Comprehension gets the largest share since it carries the most questions and highest scoring potential.
200 (80 questions × 2.5 marks)
33% = 66 marks; does NOT count for merit
1/3 of 2.5 = 0.833 marks per wrong answer
2 hours (120 minutes)
~20–25 (from 4–5 passages); highest weightage
Draw ALL possible Venn diagrams; conclusion must hold in every one
\( \text{Net displacement} = \sqrt{a^2 + b^2} \)
\( \dfrac{\text{New} - \text{Old}}{\text{Old}} \times 100 \)
\( a + b + ab/100 \) (not simply a + b)
\( \dfrac{\text{Total Distance}}{\text{Total Time}} \) (NOT average of speeds)
×5/18 (to m/s); ×18/5 (to km/hr)
\( SI=\dfrac{PRT}{100} \); \( A=P(1+R/100)^n \)
\( P(R/100)^2 \)
1-day work \(=1/time\); combined \(=1/a+1/b\); \(time=ab/(a+b)\)
\( Downstream=B+R \); \( Upstream=B-R \)
\( \dfrac{angle}{360}\times Total \) OR \( \dfrac{\%}{100}\times Total \)
Mix ratio \(=(\text{Higher}-\text{Mean}):(\text{Mean}-\text{Lower})\)
Remove it — does the statement collapse? If yes, it IS an assumption
Attempt if you can eliminate 2 of 4 options
| Topic | UPSC CSE Focus | State PSC Focus | SSC / Banking Focus |
|---|---|---|---|
| Reading Comprehension | Bilingual passages; inference and tone questions common | Similar passage-based comprehension, often shorter | Vocabulary-in-context and factual questions dominate |
| Logical Reasoning | Syllogism, directions, series — moderate difficulty | Similar topics; blood relations frequently tested | Heavier coding-decoding and series emphasis |
| Analytical Ability | Statement-assumption/conclusion; circular arrangements | Linear/circular arrangements common | Puzzle-heavy; floor/building arrangements frequent |
| Basic Numeracy | Application-based; moderate calculation load | Similar formulae; state-specific numericals rare | Heavier calculation load; speed is critical |
| Data Interpretation | Table + pie chart mixed DI; approximation-friendly | Bar/line chart heavy | Table-based DI with precise calculation demands |
| Decision Making & Strategy | Rare now, but negative-marking strategy always relevant | Similar qualifying-paper strategy applies | No decision-making section; strategy still applies to overall attempt planning |
Q1. A shopkeeper marks up an item by 25% and then gives a discount of 20%. Find the net percentage change in price.
Q2. A train 150 m long crosses a pole in 10 seconds. Find its speed in km/hr.
Q3. In a pie chart, a sector representing "Education" has a central angle of 72°. If total spending = ₹5,00,000, find the amount spent on Education.
Q4. A man walks 5 km East, then 12 km North. Find his straight-line distance from the starting point.
Q5. If you can eliminate 2 of 4 options (50% chance of being correct, +2.5 marks if right, −0.833 if wrong), find the expected value of attempting.