Data analysis turns raw measurements into a claim you can defend, and scientific communication shares that claim so others can check it. Quantitative data are numbers, like plant height in cm. Qualitative data are descriptions, like "the leaves turned yellow." Good lab reports often use both.
To summarize numbers, use the mean (the average), the median (the middle value), and the range (highest minus lowest). A small spread relative to the measurements means the results are close to one another. Accuracy is how close a measurement is to the true value, while precision is how close repeated measurements are to each other.
Pick a graph that fits your data. For an experiment, usually put the independent variable on the x-axis and the dependent variable on the y-axis. Label each axis and include units where applicable. Give the graph a title.
A lab report or scientific paper usually goes introduction, methods, results, discussion. The results section reports what happened, and the discussion explains what it means. Many journals use peer review before publication, asking other experts to evaluate the work.
Worked example. Five trials of an enzyme reaction take 42, 38, 45, 40, and 40 seconds. The mean is (42+38+45+40+40)/5=205/5=41 s. Sorted, the values are 38, 40, 40, 42, 45, so the median is 40 s. The range is 45−38=7 s. The mean is 1 s above the median. The range shows that the longest trial took 7 s more than the shortest.
- Mean: The sum of all values divided by the number of values.
- Range: The highest value minus the lowest value, a quick measure of spread.
- Peer review: The process where experts in the same field evaluate a study, often before publication.
Check yourself: You measure how heart rate changes during 10 minutes of exercise. Which graph fits best? (Answer: A line graph, with time on the x-axis and heart rate on the y-axis, because you're tracking change over time.)
| Graph type | Best for | Example |
|---|
| Line graph | Change over time or a continuous variable | Bacteria population over 24 hours |
| Bar graph | Comparing separate categories | Average plant height under red, blue, and green light |
| Scatter plot | Looking for a relationship between two measured variables | Body mass vs. heart rate in 30 animals |
| Pie chart | Parts of a whole | Percent of each species in a soil sample |