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How do you design a fair experiment, and how do you identify the variables and controls?

Plan and evaluate a controlled investigation by identifying the independent, dependent, and controlled variables and the control group, as embedded across the STAAR Biology reporting categories (TEKS Biology scientific and engineering practices; cause and effect).

A TEKS-level answer on experimental design for the Texas STAAR Biology EOC: independent, dependent, and controlled variables, the control group, and how to design and evaluate a fair, controlled investigation, a skill embedded across every reporting category.

Generated by Claude Opus 4.811 min answer

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  1. What this topic is asking
  2. The variables
  3. The control group
  4. What makes a test fair
  5. Try this

What this topic is asking

The Biology TEKS embed the scientific and engineering practices across every reporting category, and one of the most tested is planning and evaluating a controlled investigation. For STAAR Biology you need to identify the independent, dependent, and controlled variables and the control group, and judge whether an experiment is fair. This is a cause-and-effect skill, and it appears inside questions from any content area, often as a described investigation.

The variables

A simple way to keep them straight:

  • Independent = what I change (I for independent).
  • Dependent = what depends on it, the result I measure.
  • Controlled = what I keep constant so it does not interfere.

For example, testing how temperature affects an enzyme's activity: temperature is the independent variable, the rate of reaction is the dependent variable, and the amount of enzyme, amount of substrate, and pH are controlled variables.

The control group

Without a control group, you cannot be sure a change was caused by the treatment rather than by something else. In a fertilizer test, the control group gets no fertilizer; if the fertilized plants grow taller than the unfertilized control, the difference can be linked to the fertilizer.

What makes a test fair

A fair test changes only the independent variable and keeps everything else constant. If two things change at once, you cannot tell which one caused the result. So a well-designed investigation:

  1. Changes one independent variable;
  2. Measures one dependent variable;
  3. Keeps all other variables constant (controlled);
  4. Includes a control group for comparison;
  5. Where possible, repeats trials to make the result reliable.

Evaluating a flawed experiment, spotting a variable that was not controlled, or a missing control group, is a common STAAR task. The recurring theme is cause and effect: a fair test is what lets you claim that the independent variable caused the change in the dependent variable.

Try this

Q1. Define the independent variable and the dependent variable. [2]

  • Cue. The independent variable is what the experimenter changes; the dependent variable is what is measured (the result).

Q2. Explain why an experiment needs a control group. [2]

  • Cue. It provides a baseline with no treatment, so the experimenter can tell whether the treatment (not something else) caused the difference.

Exam-style practice questions

Practice questions written in the style of TEA exam questions on this dot point, with worked answer explainers. The year tag is the paper they imitate, not the source.

STAAR Biology (2023 released style)1 marksA student tests how light color affects plant growth. They grow identical plants under red, blue, and white light and measure their height after two weeks. What is the independent variable? (A) The height of the plants. (B) The color of the light. (C) The type of plant. (D) The amount of water.
Show worked answer →

A 1-point multiple-choice item on identifying variables.

The correct answer is B. The independent variable is what the experimenter deliberately changes, here the color of the light. The height (A) is the dependent variable (what is measured), and the plant type (C) and water (D) are kept constant (controlled variables).

Independent equals what you change; dependent equals what you measure.

STAAR Biology (2024 SCR style)2 marksA student wants to test whether a fertilizer makes bean plants grow taller. Describe how the student should set up a controlled experiment, including the control group and one variable that must be kept the same. Support your answer.
Show worked answer →

A 2-point short constructed response on experimental design.

Full credit (2 points): the student should grow two groups of bean plants that are the same in every way except the fertilizer: the experimental group gets fertilizer and the control group gets none. Variables kept the same (controlled) should include the type and number of plants, the amount of water, the light, and the soil. The student then compares the heights of the two groups.

Partial credit (1 point): names a control group or a controlled variable but does not set up a fair comparison. The science is scored.

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