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Statistics & Data Analysis: name the type

Percentages, data, probability and inference break into 18 question types, each with a standard first move. Learn them with worked examples and graphs you can drag, then name the type of fresh practice questions and solve them.

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18
Types

Percentages Which amount is the 100%?

Part, whole & percent
Bands 1 to 2
What is 35%35\%35% of 240240240?
  1. Write the percent as a decimal: 35%=0.3535\% = 0.3535%=0.35
  2. Multiply: 0.35×240=840.35 \times 240 = 840.35×240=84
Answer848484

The gray bar is the whole. The blue bar is the part. Change the percent and the whole.

0.511.522.532040608010012014016018020022024026024084
35% of 240=0.35×240=8435\% \text{ of } 240 = 0.35 \times 240 = 8435% of 240=0.35×240=84. The part is 35%35\%35% of the whole.
Spot it“what percent of”“% of a number”“how many did NOT”
First movePart ÷ whole = percent. The whole is the number after the word “of.”
Watch outTurn the percent into a decimal before you multiply.
Percent increase & decrease
Band 4
A price changed from $80\$80$80 to $100\$100$100. What was the percent change?
  1. Change: 100−80=20100 - 80 = 20100−80=20
  2. Divide by the original: 2080=0.25\frac{20}{80} = 0.258020​=0.25
Answer25%25\%25% increase

Change the percent. The percent change always compares to the original (gray) bar.

0.511.522.532040608010012080100
100−8080=0.25\frac{100 - 80}{80} = 0.2580100−80​=0.25, a 25%25\%25% increase. Dividing by the new value instead gives 20%20\%20%, the common mistake.
Spot it“percent change”rose from … to …“greater percent increase”
First move(new − old) ÷ old × 100.
Watch outDivide by the original value, not the new one.
Successive percent changes
Band 6
A price rises 20%20\%20%, then the new price falls 25%25\%25%. What is the net change?
  1. Multipliers: 1.201.201.20 and 0.750.750.75
  2. Multiply them: 1.20×0.75=0.901.20 \times 0.75 = 0.901.20×0.75=0.90
Answer10%10\%10% decrease

Start at 100. Apply the increase, then the decrease to the new amount.

0.511.522.533.542040608010012014010012090
1.20×0.75=0.91.20 \times 0.75 = 0.91.20×0.75=0.9, a net change of −10%-10\%−10%. Adding and subtracting the percents would wrongly say −5%-5\%−5%.
Spot it“increased … then decreased”“an extra 10% off”net change
First moveMultiply the multipliers (1.20 × 0.75). Don’t add the percents.
Watch outThe second percent applies to the new amount, not the original.
Find the original
Band 6
After a 20%20\%20% discount a jacket costs $60\$60$60. What was the original price?
  1. You pay 80%80\%80% of the original: 0.8x=600.8x = 600.8x=60
  2. Divide: x=600.8=75x = \frac{60}{0.8} = 75x=0.860​=75
Answer$75\$75$75

The sale price (blue) is a fraction of the original (gray). Divide to work backward.

0.511.522.531020304050607080907560
0.8×original=600.8 \times \text{original} = 600.8×original=60, so original =600.8=75= \frac{60}{0.8} = 75=0.860​=75. Adding 20%20\%20% back to 606060 would give 727272, which is wrong.
Spot it“after a 20% discount, it costs…”“before the increase”asks for the original
First moveWrite final = factor × original, then divide by the factor.
Watch outDon’t add the percent back onto the final amount.
Percent as the unknown
Bands 5 to 7
If p%p\%p% of 250250250 is 404040, what is the value of ppp?
  1. Write the equation: p100⋅250=40\frac{p}{100}\cdot 250 = 40100p​⋅250=40
  2. Solve: p=40⋅100250=16p = \frac{40 \cdot 100}{250} = 16p=25040⋅100​=16
Answer161616
Spot it“what is the value of p”“p% of … is …”the same percent applied twice“interest rate each year”
First moveWrite the situation as an equation with p/100 as a multiplier, then solve for p.
Watch outIf the same percent is applied twice you get p squared, so take the square root at the end.

Describing data Center, spread, tables

Weighted & missing averages
Bands 5 to 7
175175175 compounds have an average boiling point of 184184184. 505050 of them are type A with an average of 339339339. What is the average of the type B compounds?
  1. Total of all: 175×184=32,200175 \times 184 = 32{,}200175×184=32,200. Type A: 50×339=16,95050 \times 339 = 16{,}95050×339=16,950
  2. Type B total: 32,200−16,950=15,25032{,}200 - 16{,}950 = 15{,}25032,200−16,950=15,250, shared among 125125125 compounds
Answer15250125=122\frac{15250}{125} = 12212515250​=122
Spot it“average of the rest”two groups, different averages“what score is needed for a mean of…”“how many are in the group”
First moveTurn every average into a total (average × count). Then add or subtract totals and divide by the right count.
Watch outNever average two averages unless the groups are the same size.
Mean, median & outliers
Bands 3 to 7
The mean of 555 numbers is 121212. A sixth number, 181818, is added. What is the new mean?
  1. Sum of the five: 5×12=605 \times 12 = 605×12=60
  2. New sum: 60+18=7860 + 18 = 7860+18=78, shared among 666 numbers
Answer786=13\frac{78}{6} = 13678​=13

Slide the extra value up. The mean chases it. The median barely moves.

510152025303540455055600.511.522.533.54mean 12.3median 12
Data: 8,10,11,12,12,13,14,188, 10, 11, 12, 12, 13, 14, 188,10,11,12,12,13,14,18. Mean =12.3= 12.3=12.3, median =12= 12=12. An unusually large value pulls the mean toward it; the median only cares about the middle.
Spot it“the mean of n numbers”“median”“which statistic will not change?”
First moveSum = mean × count. Sort the data to find the median.
Watch outAn outlier moves the mean much more than the median.
Spread & standard deviation
Bands 4 to 6Not on PSAT 8/9
Every value in a data set is increased by 101010. What happens to the mean and the standard deviation?
  1. Every value moves 101010 to the right, so the center moves 101010
  2. The values are just as spread out as before
AnswerMean +10+10+10, standard deviation unchanged

Slide the spread. The mean stays at 20, but the standard deviation grows as values move away from it.

51015202530350.511.522.533.544.5mean 20
Mean =20= 20=20. Standard deviation ≈2.31\approx 2.31≈2.31. Doubling the spread doubles the standard deviation; moving everything together changes only the mean.
Spot it“greater standard deviation”“every value is increased by…”“multiplied by…”
First moveFarther from the mean means larger SD. Shifting moves the center. Scaling changes both.
Watch outAdding the same amount to every value never changes the spread.
Frequency tables & histograms
Bands 1 to 2
The values 1,2,31, 2, 31,2,3 appear 2,5,32, 5, 32,5,3 times. What is the mean?
  1. Total: 1(2)+2(5)+3(3)=211(2) + 2(5) + 3(3) = 211(2)+2(5)+3(3)=21
  2. Count: 2+5+3=102 + 5 + 3 = 102+5+3=10
Answer2110=2.1\frac{21}{10} = 2.11021​=2.1

Change how often 2 and 5 appear. The mean moves toward whichever is more frequent.

123456123456789101133433mean 3ValueFrequency
Total =1(3)+2(3)+3(4)+4(3)+5(3)=48= 1(3) + 2(3) + 3(4) + 4(3) + 5(3) = 48=1(3)+2(3)+3(4)+4(3)+5(3)=48. Count =16= 16=16. Mean =4816=3= \frac{48}{16} = 3=1648​=3.
Spot ita table of values and frequenciesa bar graph of counts“mean / median of the data set”
First moveMean: add value × frequency, divide by the count. Median: add up frequencies to the middle.
Watch outAveraging the listed values ignores how often each appears.

Two-variable data Lines of fit, residuals, tables

Line of best fit
Band 3
The line of best fit is y^=50+6x\hat{y} = 50 + 6xy^​=50+6x. Predict yyy when x=4x = 4x=4, and say what 666 means.
  1. y^=50+6(4)=74\hat{y} = 50 + 6(4) = 74y^​=50+6(4)=74
  2. 666 is the slope: predicted yyy rises by 666 for each increase of 111 in xxx
Answer747474

Drag the slope and intercept to make your line (blue) match the best-fit line (dashed).

1234567891051015202530xy
your line: ŷ = 14 + 1xbest fit
Your line predicts 232323 at x=9x = 9x=9. The slope 111 means predicted yyy rises 111 per 111 in xxx. Total squared error: yours 214214214, best fit 101010.
Spot it“line of best fit”“predicted value”“interpret the slope”
First moveSubstitute x into the line. The slope is the change in predicted y per 1 in x.
Watch outThe line predicts. It is not exact for every dot.
Residuals
Band 4
A model predicts y^=20+3x\hat{y} = 20 + 3xy^​=20+3x. At x=5x = 5x=5 the actual value is 414141. Find the residual.
  1. Predicted: 20+3(5)=3520 + 3(5) = 3520+3(5)=35
  2. Residual === actual −-− predicted =41−35= 41 - 35=41−35
Answer666 (the point is above the line)

Pick a point. The red segment is its residual: actual minus predicted.

1234567891051015202530
At x=3x = 3x=3: actual =12= 12=12, predicted =11= 11=11. Residual =12−11=1= 12 - 11 = 1=12−11=1. Above the line, so positive.
Spot it“residual”one highlighted point and a lineactual vs predicted
First moveResidual = actual − predicted.
Watch outA point above the line has a positive residual.
Choose a model from a scatterplot
Band 4
The points rise slowly at first, then faster and faster. Which type of model fits?
  1. A straight line rises at one steady rate, so it doesn't fit
  2. A curve that bends upward and speeds up is exponential growth
AnswerExponential growth

Step through the five shapes. Name the pattern you see before you read the label.

1234567891020406080100120140xy
Shape 4: exponential growth. Speeding up (bending upward) is growth.
Spot it“best models the relationship”points that rise, peak, then fallpoints that bend upward
First moveDescribe the shape first, then match it to a function type.
Watch outExponential curves speed up or flatten out. A straight line never does.
Two-way tables
Band 3
Group A: 303030 said Yes and 202020 said No. What percent of Group A said Yes?
  1. "Of Group A" makes Group A the whole: 30+20=5030 + 20 = 5030+20=50
  2. 3050=0.6\frac{30}{50} = 0.65030​=0.6
Answer60%60\%60%

Change the counts. The percent of Group A that said Yes uses only the Group A total.

123456510152025303540455030201040
Group A (blue): 30 Yes, 20 No. Group B (red): 10 Yes, 40 No. Percent of Group A who said Yes =3050=60%= \frac{30}{50} = 60\%=5030​=60%. Dividing by the grand total (100100100) would wrongly give 30%30\%30%.
Spot ita table with row and column totals“what percent of the ___ group”“in all, how many”
First moveFind the group after “of.” Its total is the denominator.
Watch outDividing by the grand total answers a different question.

Probability Count the right outcomes

Basic probability
Bands 1 to 2
A bag has 333 red and 777 blue marbles. What is the probability of picking a marble that is NOT red?
  1. Total marbles: 3+7=103 + 7 = 103+7=10
  2. Not red means blue: 777 of the 101010
Answer710\frac{7}{10}107​

Change the marble counts. P(not red) is blue over the total.

0.511.522.532468101237
Total =10= 10=10. P(not red)=710=0.7P(\text{not red}) = \frac{7}{10} = 0.7P(not red)=107​=0.7. P(red)=0.3P(\text{red}) = 0.3P(red)=0.3, and the two always add to 111.
Spot it“selected at random”“independent events”“NOT”
First moveFavorable ÷ total. “Not” means 1 − P. Independent “and” means multiply.
Watch outAdding probabilities is not “and.”
Conditional probability
Band 6
404040 students play a sport, and 151515 of them are in Grade 11. One athlete is chosen at random. What is P(Grade 11)P(\text{Grade 11})P(Grade 11)?
  1. "Of the athletes" makes the pool 404040 students
  2. Grade 11 athletes: 151515
Answer1540=38\frac{15}{40} = \frac{3}{8}4015​=83​

Change the counts. The condition decides the denominator, so the two conditional probabilities differ.

123456510152025303540455030201040
P(Yes∣Group A)=3050=0.6P(\text{Yes} \mid \text{Group A}) = \frac{30}{50} = 0.6P(Yes∣Group A)=5030​=0.6 (the pool is Group A). P(Group A∣Yes)=3040=0.75P(\text{Group A} \mid \text{Yes}) = \frac{30}{40} = 0.75P(Group A∣Yes)=4030​=0.75 (the pool is everyone who said Yes).
Spot it“given that”“from the students who…”a two-way table
First moveThe condition is the new total. Count the favorable ones inside that group.
Watch outP(A given B) is not the same as P(B given A).

Inference & claims What can you conclude?

Margin of error
Band 5Not on PSAT 8/9
A random sample finds 54%54\%54% favor a plan, with a margin of error of 444 points. What values are plausible for all voters?
  1. Interval: 54±454 \pm 454±4
  2. Low: 54−4=5054 - 4 = 5054−4=50. High: 54+4=5854 + 4 = 5854+4=58
Answer50%50\%50% to 58%58\%58%

Move the estimate and margin. A claim is plausible only if it lands inside the interval.

3040506070800.511.522.5354%claim 60%
Interval: 54±454 \pm 454±4, so 50%50\%50% to 58%58\%58%. A claim of 60%60\%60% is outside the interval, so it is not supported.
Spot it“margin of error”“a random sample”“plausible value”
First moveInterval = estimate ± margin. A bigger random sample shrinks the margin, by the square root.
Watch outThe interval describes the whole population, not the sample.
Sampling & generalizing
Band 7SAT only
A random sample of 100100100 students is chosen from one high school. The results can be generalized to which group?
  1. Generalize only to where the random sample came from
  2. That is the one school, not all schools
AnswerAll students at that high school

A bigger random sample shrinks the random error. It cannot fix a biased sample.

20040060080010001200140016002468101214bias 410sample size nerror (percentage points)
random error (about 100 ÷ √n)
At n=100n = 100n=100 the random error is about 101010 points. Quadrupling the sample halves it. A bias of 444 points stays 444 no matter how large the sample gets.
Spot it“can be generalized to”“chosen at random from…”a volunteer sample
First moveGeneralize only to the group the random sample was drawn from.
Watch outA volunteer or convenience sample cannot be generalized.
Studies & causation
No matching band
Volunteers are randomly assigned to two groups, and one group improves more. What can be concluded?
  1. Random assignment allows a cause-and-effect conclusion for the participants
  2. Volunteers were not randomly selected, so the result can't be generalized
AnswerCause and effect for participants only
Spot it“randomly assigned”“volunteers”“which conclusion is supported?”
First moveRandom selection lets you generalize. Random assignment lets you claim cause and effect.
Watch outEach needs its own random step. One does not give you the other.