Where Did Input-Output Rules Come From?
People have been looking for patterns in numbers for thousands of years. Ancient mathematicians noticed that certain actions always produce the same result. For example, doubling any number always gives you twice that number. This idea — that a consistent rule connects one number to another — is the foundation of input-output rules.
Over time, mathematicians created tables and machines to organize these patterns. Today, input-output tables show up everywhere — from computer programs to science experiments. On the SHSAT, you will see a table of numbers and need to figure out the rule that connects them.
So here is the big question: if someone gives you a table of input and output numbers, how do you figure out the hidden rule that connects them? That is exactly what this lesson will teach you.
Core Principles & Definitions
Before we dive in, let's lock down a few key ideas. An input is the number you start with. An output is the number you get after applying a rule. The rule (also called a function) is the operation or set of operations that changes the input into the output.
Input (x)
Output (y)
Rule (Function)
Consistency
Visualizing the Input-Output Machine
The diagram below shows how an input-output machine works. Each input number enters from the left, passes through the rule, and exits as an output number on the right. Notice that the same rule is applied to every single input.
Look at the diagram carefully. When x = 1, the machine calculates 2 × 1 + 3 = 5. When x = 2, it calculates 2 × 2 + 3 = 7. The rule never changes. This is the most important thing to remember: a true rule works for every single pair in the table.
The Mathematical Framework
Most input-output rules on the SHSAT follow a pattern called a linear rule. That means the rule looks like y = mx + b, where m and b are numbers you need to find. Let's break that formula down.
Step-by-Step Strategy for Finding the Rule
Here is a clear, repeatable strategy you can use on every input-output table you see. The diagram below maps out each step.
- Step 1 — Look at the table and note all the input-output pairs.
- Step 2 — Subtract consecutive outputs to see how much the output changes.
- Step 3 — Subtract consecutive inputs to see how much the input changes.
- Step 4 — Divide the output change by the input change to find m.
- Step 5 — Use any row to solve for b: b = output − m × input.
- Step 6 — Check your rule against every row. If it works for all, you've found it!
Worked Example
Let's work through a full example together. Here is the table:
| Input (x) | Output (y) |
|---|---|
| 2 | 11 |
| 4 | 19 |
| 6 | 27 |
| 8 | 35 |
Common Mistakes & How to Avoid Them
Even strong math students can trip up on input-output problems. Here are the most common mistakes and how to dodge them.
| Common Mistake | Why It Happens | How to Fix It |
|---|---|---|
| Only checking one row | Students find a rule that works for one pair and stop. | Always test your rule against every row in the table. |
| Confusing m and b | Students mix up the multiplier and the constant. | Find m first (using differences), then solve for b second. |
| Forgetting about b | Students find the multiplier but forget there may be a number added or subtracted. | After finding m, always check: does m × x exactly equal y? If not, find the difference — that's b. |
| Assuming the rule is always linear | Some tables use x², x³, or division. | If the output changes are NOT constant, try squaring or other operations. |
Beyond Linear Rules — A Preview
Most SHSAT input-output problems use linear rules (y = mx + b). But as you move into high school algebra and beyond, you will encounter more complex rules. Here is a quick comparison.
| Rule Type | Example | How to Spot It |
|---|---|---|
| Linear | y = 3x + 2 | The output changes by the same amount each time. |
| Quadratic | y = x² + 1 | The output changes increase. Try squaring the input. |
| Multiplicative | y = 2ˣ | The output doubles (or triples, etc.) each time. |
| Two-step | y = (x + 1) × 5 | Need two operations. Try adding/subtracting first, then multiplying. |
For the SHSAT, focus on mastering linear rules first. Once you can spot y = mx + b quickly, you will be ready to handle trickier patterns when they come up in high school courses like Algebra 1 and Algebra 2.
Practice Problems
Try these five problems on your own. Each one gets a little harder. Work through the steps from the flowchart before checking the answer!
Lesson Summary
An input-output rule is a math operation that turns every input (x) into a specific output (y). Most SHSAT problems use a linear rule in the form y = mx + b, where m is the rate of change and b is the constant.
To find the rule, use the six-step strategy: examine the table, find the change in outputs, find the change in inputs, divide to get m, solve for b, and verify with every row. If the output changes are not constant, the rule may involve squaring or another operation. Always check your answer against all the data!