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Proportions and Percentages

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Textbook: Moore, McCabe, Craig, Introduction to the Practice of Statistics (IPS), 9th edition  •  Chapter: 0  •  Section: 2

Quick Reference

Field Value
Textbook Moore, McCabe, Craig, Introduction to the Practice of Statistics (IPS), 9th edition
Location Chapter 0 prerequisite review (the part-to-whole arithmetic used in IPS Section 1.2, Displaying Distributions with Graphs, categorical variables)
Subsection Fractions, proportions, percentages, and percent change
Pages Page numbers pending faculty verification.
Course MATH380
Role Week 0 prerequisite review; not a numbered IPS section. It supplies the arithmetic IPS assumes when it summarizes a categorical variable by the percent or count of individuals in each category.

This node is a textbook companion for a prerequisite skill. A student who can already turn counts into percents and read percent change can skim it. A student who freezes when a table reports “37 of 120” should work every section.


Try This First

A survey records the favorite class of 200 first-year students. The results come back as counts.

Favorite class Count
Math 50
Biology 80
History 70
Total 200

Before reading any formula, answer three questions on paper:

  1. What fraction of the students picked Biology?
  2. If a news headline wanted one number for Biology, what percent would it report?
  3. A friend says “Biology is 30 students more popular than Math, so it is 30 percent more popular.” Is that the same as the percent you found? Predict yes or no, then keep reading.
Check your three answers
  1. Biology fraction: $\frac{80}{200} = 0.40$.
  2. As a percent: $0.40 \times 100 = 40\%$.
  3. No. The 40 percent in question 2 is a part-to-whole share of all 200 students. The friend’s “30 percent” is a different comparison (a part-to-part gap between two categories), and as written it is not even computed correctly. This node asks you to separate these two meanings of “percent.”

A wrong turn on question 3 is common and worth understanding. The word “percent” hides two different comparisons, and statistics uses both. Take the time to separate them now, because every table in the rest of the course rests on this arithmetic.


The Big Idea: A Proportion Is a Share

A proportion answers one plain question: out of the whole, what share falls in this group? You count the items in the group, you count the items in the whole, and you divide. The result is a number between 0 and 1.

A percent is the same share rescaled so the whole counts as 100 instead of 1. Saying “0.40 of the students” and “40 percent of the students” describes the identical share. Multiply a proportion by 100 to read it as a percent; divide a percent by 100 to read it as a proportion.

Think of it as a small process that takes a count and a total as input and gives back a share as output. The input is two whole numbers. The output is a single ratio you can compare across groups of any size. That last part is why proportions matter: “80 of 200” and “8 of 20” are different counts, but both report the same share, $0.40$, so they are directly comparable.

Two representations of the same share

Representation Biology example
Fraction (part over whole) $\dfrac{80}{200}$
Decimal (proportion) $0.40$
Percent (per hundred) $40\%$
Words 40 out of every 100 students

Translate across this table both directions. Given $0.40$, you should be able to say “40 percent” and “80 out of 200.” Given “40 percent,” you should be able to recover the proportion $0.40$ and, with a known total of 200, the count 80.


Prerequisite Hub

Nothing in the skill tree comes before this skill.

Builds on

Unlocks

Each of the following uses part-to-whole arithmetic directly:

Cross-course prerequisites

graph LR
    subgraph ThisSkill["This Skill"]
        C["Proportions and<br/>Percentages"]
    end

    subgraph Unlocks
        D["Categorical vs<br/>Quantitative Variables"]
        E["Displaying Categorical<br/>Data (Bar / Pie)"]
        F["Measures of Center<br/>(Mean / Median)"]
    end

    C --> D
    C --> E
    C --> F

    style C fill:#d1fae5,stroke:#a565f0,stroke-width:3px

    click C "proportions-and-percentages.html"
    click D "../categorical-vs-quantitative-variables.html"
    click E "../displaying-categorical-bar-pie.html"
    click F "../measures-of-center-mean-median.html"

The Official Definition

Proportion (relative frequency). A proportion is a part-to-whole comparison written as a fraction or decimal; the proportion of a group falling in a category is the count in that category divided by the total count. A percent is a proportion expressed per hundred, so a proportion $p$ corresponds to $100p$ percent. This is the part-to-whole arithmetic IPS uses when it summarizes a categorical variable by the percent (or count) of individuals in each category.

Source: Foundational arithmetic underlying IPS 9th edition Section 1.2 (Displaying Distributions with Graphs: categorical variables); corroborated by OpenStax Introductory Statistics 2e, frequency and relative frequency (https://openstax.org/books/introductory-statistics-2e/pages/2-key-terms).

In symbols, for a category with count $n_{\text{cat}}$ inside a total count $N$:

$$\boxed{\ p = \frac{n_{\text{cat}}}{N}, \qquad \text{percent} = 100\,p = 100 \cdot \frac{n_{\text{cat}}}{N}\ }$$

Two facts follow directly and are worth keeping in view:

There are no named theorems for this prerequisite skill; it is definitional arithmetic. The two facts above are the properties you will lean on.


Percent Change: A Second, Different Meaning

The opener flagged a trap: “percent” is also used to compare two numbers to each other, not a part to its whole. This is percent change, and it is a separate computation.

To compare a new value to an old (reference) value:

$$\text{percent change} = \frac{\text{new} - \text{old}}{\text{old}} \times 100.$$

The denominator is the old value, the thing you are measuring change relative to. A positive result is an increase, a negative result is a decrease. Unlike a part-to-whole percent, a percent change can exceed 100 percent (a quantity that triples has increased by 200 percent) and can be negative.

Hold the two meanings apart:

Question Which computation Denominator
What share of the whole is this group? Proportion / percent of a whole the total $N$
How much did this value change from before? Percent change the old (reference) value

Worked Examples

Example 1: Counts to a percent

A clinic sees 240 patients in a week. Of these, 36 report a particular symptom. What proportion, and what percent, report the symptom?

Predict first. 36 is a small slice of 240. A guess near “about 15 percent” is reasonable before any division.

Compute.

$$p = \frac{36}{240} = 0.15, \qquad \text{percent} = 100 \times 0.15 = 15\%.$$

Check against the prediction. 15 percent matches the “about 15 percent” estimate, and $0.15$ lies between 0 and 1 as every proportion must. The answer is consistent.

Example 2: A percent back to a count

A report states that 22 percent of a town’s 4,500 households own a particular appliance. How many households is that?

Predict first. 22 percent is a little more than one fifth. One fifth of 4,500 is 900, so the answer should be a bit above 900.

Compute. Read the percent as the proportion $p = 0.22$, then multiply by the total:

$$n_{\text{cat}} = p \times N = 0.22 \times 4500 = 990 \text{ households}.$$

Check. 990 is just above 900, matching the prediction. As a sanity test, $\frac{990}{4500} = 0.22$, which returns the original percent.

Example 3: A full relative-frequency table

A bookstore sorts 500 sales by genre. Build the proportion and percent for each genre and confirm the columns close.

Genre Count Proportion $\frac{n}{500}$ Percent
Fiction 215 $215/500 = 0.43$ $43\%$
Nonfiction 160 $160/500 = 0.32$ $32\%$
Children 90 $90/500 = 0.18$ $18\%$
Other 35 $35/500 = 0.07$ $7\%$
Total 500 1.00 100%

Check. The proportion column sums to $0.43 + 0.32 + 0.18 + 0.07 = 1.00$ and the percent column sums to $43 + 32 + 18 + 7 = 100$. When a relative-frequency table is built correctly, the proportions add to 1 and the percents add to 100. A column that misses this total signals an arithmetic slip or a miscounted total.

Example 4: Percent change versus percent of a whole

Last term a course enrolled 80 students. This term it enrolls 100. Two different “percent” questions come up.

Question A (percent change): by what percent did enrollment grow?

$$\frac{100 - 80}{80} \times 100 = \frac{20}{80} \times 100 = 25\%.$$

Enrollment grew by 25 percent. The denominator is the old value, 80.

Question B (percent of a combined whole): across both terms, what percent of the 180 total enrollments were this term’s?

$$\frac{100}{180} \times 100 \approx 55.6\%.$$

Why the two answers differ. Question A divides the 20-student gain by the old size, 80. Question B divides this term’s 100 by the two-term total, 180. Different denominators answer different questions. Naming the reference quantity before dividing keeps these straight.


Common Misconceptions

Common misconception

a percent-of-a-whole and a percent change are the same kind of number. They use different denominators and answer different questions. In Example 4, the same pair of numbers (80 and 100) gives 25 percent for the change and about 55.6 percent for one term’s share of the combined total. Before dividing, state out loud what the whole or the reference value is. A part-to-whole percent stays between 0 and 100; a percent change has no such ceiling and can be negative.

Common misconception

percent gaps are additive, so a drop of 10 percentage points then a rise of 10 percent returns to the start. Percent change is multiplicative, computed against a moving reference. Start at 200. A 10 percent decrease gives $200 \times 0.90 = 180$. A following 10 percent increase gives $180 \times 1.10 = 198$, not 200. The second 10 percent is taken of 180, a smaller base than the original 200, so the two changes do not cancel. Treating percents as numbers you simply add and subtract breaks on this small example.

Common misconception

a bigger count always means a bigger share. A share is a count divided by its own total, so counts from different totals are not directly comparable. A club with 18 of 30 members attending (a proportion of $0.60$) has a higher attendance share than a club with 40 of 100 attending (a proportion of $0.40$), even though 40 is the larger count. Convert to a proportion before comparing groups of different sizes.


Practice Problems

Level 1 Count to Proportion and Percent

In a class of 25 students, 15 report owning a pet. Write this as a proportion and as a percent.

Show Answer

Proportion: $\dfrac{15}{25} = 0.60$.

Percent: $0.60 \times 100 = 60\%$.

Sixty percent of the class owns a pet.

Level 2 Percent Back to a Count

A poll of 600 voters finds that 35 percent support a measure. How many of the 600 support it?

Thought Process

Read 35 percent as the proportion $0.35$. The count in the category is the proportion times the total. Predict first: one third of 600 is 200, and 35 percent is a little above one third, so expect a value a bit over 200.

Show Answer

$$n_{\text{cat}} = 0.35 \times 600 = 210 \text{ voters}.$$

The value 210 sits just above 200, matching the prediction. Check: $\dfrac{210}{600} = 0.35$, the original percent.

Level 3 Complete a Relative-Frequency Table

A help desk logs 400 tickets by type: 120 hardware, 180 software, 60 network, and the rest “other.” Find the count for “other,” then give the proportion and percent for all four types. Confirm the percents close.

Show Answer

“Other” count: $400 - (120 + 180 + 60) = 400 - 360 = 40$.

Type Count Proportion Percent
Hardware 120 $120/400 = 0.30$ $30\%$
Software 180 $180/400 = 0.45$ $45\%$
Network 60 $60/400 = 0.15$ $15\%$
Other 40 $40/400 = 0.10$ $10\%$
Total 400 1.00 100%

Check: $30 + 45 + 15 + 10 = 100$. The percents close, so the table is consistent.

Level 4 Two Meanings of Percent

A store sold 250 units in March and 300 units in April. (a) By what percent did sales change from March to April? (b) Across the two months, what percent of total units were sold in April?

Thought Process

Part (a) is a percent change, so the denominator is the old value, March’s 250. Part (b) is a part-to-whole percent, so the denominator is the two-month total. Name each reference quantity before dividing.

Show Answer

(a) Percent change, reference value March = 250:

$$\frac{300 - 250}{250} \times 100 = \frac{50}{250} \times 100 = 20\%.$$

Sales rose by 20 percent.

(b) Percent of the combined total, whole = $250 + 300 = 550$:

$$\frac{300}{550} \times 100 \approx 54.5\%.$$

The two answers differ because they divide by different quantities: 250 (the old value) for the change, and 550 (the combined whole) for the share.

Level 5 Successive Percent Changes

A subscription price of 50 dollars rises by 20 percent, then the new price is discounted by 20 percent. Is the final price back to 50 dollars? Compute it, and state the single percent change from the original 50 dollars to the final price.

Thought Process

Predict first: many readers expect the two 20-percent moves to cancel and return to 50. Test that prediction by applying each change to the correct base. A 20 percent rise multiplies by $1.20$; a 20 percent discount multiplies by $0.80$. The second move is taken of the raised price, not the original.

Show Answer

After the 20 percent rise: $50 \times 1.20 = 60$ dollars.

After the 20 percent discount on 60: $60 \times 0.80 = 48$ dollars.

The final price is 48 dollars, not 50. The discount was taken of 60, a larger base than the original 50, so it removed more than the rise had added.

Single percent change from 50 to 48:

$$\frac{48 - 50}{50} \times 100 = \frac{-2}{50} \times 100 = -4\%.$$

The net effect is a 4 percent decrease. Equivalently, $1.20 \times 0.80 = 0.96$, a multiplier of 0.96, which is a 4 percent drop. This is why percent changes are multiplied, not added: $+20\%$ then $-20\%$ is $1.20 \times 0.80 = 0.96$, not $1.00$.


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Last updated: 2026-06-16