Slatery field notes / sports research / guided learning

How to read a sports research table

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280 looks convincing. The labels tell the story.

Harbor passing offense280passing yards per game
Last 4 completed games4 team games
01 / WHO

Harbor's offense

02 / WHAT

Passing yards produced

03 / HOW

An average per game

04 / WHEN

Four completed games

Illustrative football report. Harbor, Valley, their statistics and their ranks are invented throughout this lesson.

Read the whole claim, not just the big number.

1
THE IDEA

The number is only half the sentence.

You open a matchup report. One number is huge, another cell is green, and a rank looks promising. Where do you start? With the small words around the number.

Take the 280 in the card above. It could mean total yards, yards per game, pass attempts or something else entirely. The labels turn it into a clear statement: Harbor's offense averaged 280 passing yards across its last four completed games.

That gives you a team, a measurement and a window. Now you know what you're looking at. It describes those four games; the next game hasn't happened yet.

Use the same approach in any sport. Read “shots on goal per game” as a whole phrase. “Shots,” “shots on goal” and “goals” count different things. A color can help you find a cell, but the label tells you what it means.

2
WORKED EXAMPLE

280 doesn't mean four games of 280.

An average folds several games into one number. That's handy for a quick comparison, but it can hide how different those games were.

Here are Harbor's four passing totals. Add 140, 220, 260 and 500: that's 1,120 yards. Divide by four games and you get the 280 on the report.

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One big game lifts the four-game average

Average: 280 passing yards

140Game 1
220Game 2
260Game 3
500Game 4

Shared zero-based scale: 0–500 passing yards. Each marked bar is one observation.

Invented game totals. (140 + 220 + 260 + 500) ÷ 4 = 280 passing yards per game. The dashed line marks the average.

Three games finished below 280. The average still equals 280.

3
READ THE REPORT

Offense and defense answer different questions.

Now add Valley's defense. It allowed 250 passing yards per game over its own last four games. Harbor's row measures yards produced. Valley's row measures yards allowed.

Both use yards per game, so you can read them side by side. But they faced different opponents. You're comparing two sets of past games, not watching the teams play each other.

The ranks make the matchup look interesting: Harbor is fifth for passing yards produced; Valley is 27th for passing yards allowed. Here's the detail that makes those ranks useful: first means most yards for offense, but fewest allowed for defense.

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Two rankings. Read the direction of each.

Harbor passing offense#5 of 32
#1 = most yards produced#32

280 passing yards per game

Valley passing defense#27 of 32
#1 = fewest yards allowed#32

250 passing yards allowed per game

Invented ranks in two separate 32-team lists, using each team's own four-game sample. A rank tells you position, not the size of the gap.

Harbor sits near the top for production. Valley sits near the bottom for limiting yards.

4
ONE EASY TRAP

Four team games can mean two player appearances.

A team sample and a player sample aren't always the same. Imagine a Harbor receiver who played in only two of those four games and finished with 60 receiving yards in total.

If you want their average when they played, divide by two appearances: 30 yards. If you spread their contribution across all four team games, divide by four: 15 yards. Same 60 yards, different question.

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Same yards. A different number underneath.

01When the receiver played30yards per appearance

60 yards ÷ 2 appearances

02Across the team's whole window15yards per team game

60 yards ÷ 4 team games

Invented receiver example. Two appearances in four team games; the other two games are absences, not performances of zero yards.

Read which games count before comparing player averages.

5
PUT IT TO USE

Turn the table into a useful takeaway.

You now have enough to say something helpful: “Harbor produced 280 passing yards per game and ranked fifth over four games. Valley allowed 250 and ranked 27th over its own four games. That gives me a reason to look closer at Harbor's passing matchup.”

The next thing to inspect is how those yards happened. Harbor's 500-yard game lifts the average. Was it a different opponent, more pass attempts, or several long completions? The game belongs in the sample; looking at it helps you understand the sample.

Then check who will actually play and whether the report is current. Past production is easier to use when the current team still resembles the team in those games.

Avoid turning the two averages into a made-up forecast. Splitting 280 and 250 to get 265 is easy arithmetic, but the table gives you no reason to expect 265 next game. And fifth plus 280 isn't two pieces of independent support: that rank is based on the same yardage measurement.

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Your reading order for the next report

01Name itWHAT

Passing yards produced

02Read the unitHOW

Per game, not a total

03Check the sampleWHEN

Four completed games

04Read the comparisonAGAINST

Production versus allowance

05Explain the takeawaySO WHAT

A matchup worth investigating

Use this order on a small part of the table, then move to the next row.

You only need to understand one useful comparison at a time.

Sources and further reading