The collection week is over. Comet pins the Q2 frequency table to the wall. "Evening wins! We should add longer evening hours."
Wren studies the table. "Forty members answered. The Commons has 120. What do you notice?"
Comet frowns. "We only heard from a third of them."
Keeper Ines lifts a thick book from the desk. "This is the sign-in book. Every member writes a usual visit time when they join."
Nova hovers between the table and the book. "Would you like a hint?" she asks. "You also have the door count from Saturday."
"Three sources," Wren says. "Maybe together they tell us more than one alone."
Often, a single source does not hold all the data needed to draw a conclusion. You may need to combine data from a variety of sources.
The U.S. Census Bureau collects some data directly from people, through the censuses and surveys it runs.
It also combines other kinds of data with its survey and census data.
The crew can do the same at a small scale.
| Source | What it holds | How many |
|---|---|---|
| Commons Count survey | Answers to Q1 to Q6 | 40 members |
| Sign-in book | Each member's usual visit time | All 120 members |
| Saturday door count | People through the door each hour | 95 entries in one day |
| Usual visit time | Sign-in book (members) | Survey Q2 (answers) |
|---|---|---|
| morning | 30 | 8 |
| afternoon | 30 | 10 |
| evening | 36 | 15 |
| weekend | 24 | 7 |
| Total | 120 | 40 |
This is made-up data from the Commons Count story.
Combining sources can give a fuller picture. It also needs care.
Last week you learned that scattered bits of data can be combined to learn about one person.
So the crew combines totals only, such as 36 evening members. They never match a survey row to a name in the sign-in book.
| Statement | True or false? |
|---|---|
| A single source always holds all the data needed for a conclusion. | ? |
| The Census Bureau combines other kinds of data with its survey and census data. | ? |
| The crew compares totals, not names, across the survey and the sign-in book. | ? |
| Combining many sources can never reveal anything about one person. | ? |
What a week, data analyst. Tomorrow is Mission Quest: a window count of your own, with metadata on top.