Placebo
A placebo is a dummy treatment with no active ingredient, given so a group's experience matches the real treatment except for the component being tested.
A placebo controls for the placebo effect, the tendency of people to respond simply because they believe they are being treated. A sugar pill, saline injection, or sham procedure looks and feels like the real thing but does nothing on its own. For example, in a drug trial the control group takes an identical-looking sugar pill so both groups share the same expectations. Any difference in outcomes between the groups can then be credited to the drug's active ingredient rather than to belief.
More collecting data and study design terms, or browse the full statistics glossary.