Reading a before-and-after result with no comparison group
A chart shows people feeling better afterwards, and you wonder what that really proves.

A before-and-after result tells you that something changed. It cannot tell you why. If there is no comparison group, a calmer score after a meditation course might come from the course, from time passing, or from simply hoping to feel better.
That does not make the result worthless. It means you read it as a clue and not as a verdict.
What is a before-and-after study without a control group?
Researchers measure a group of people, give everyone the same practice, then measure again. Nobody is left out as a comparison.
Picture a team at the office joining a four-week breathing programme. Their stress scores are lower at the end. It is tempting to credit the programme, yet the team also got through a busy month-end in the same weeks.
What does a control group add?
In a randomised controlled trial, participants are assigned by chance to separate groups, and a control group receives a placebo or standard therapy1. In placebo-controlled studies, comparing the groups shows whether a change is due to the treatment or could have happened by chance2.
So the control group answers one question: what happened to similar people who did not get the practice? Without that answer, you are guessing at the cause.
What else could explain the change?
Some ordinary things can move a score without the practice doing anything.
- Time: a hard patch eases, a deadline passes, SPM or STPM results arrive.
- Timing of joining: people join when they feel at their worst, so the next reading is likely to be better.
- Expectation: if you believe it will help, you may rate yourself kinder.
- Extra attention: being checked on and asked how you are can itself feel good.
What can a before-and-after result still tell you?
It can show that a practice is easy enough to follow and that people stay with it. It can also point researchers towards a proper trial worth running.
The US National Center for Complementary and Integrative Health (NCCIH) states that much of the research on meditation and mindfulness is preliminary or not scientifically rigorous, so results should be read cautiously3. A before-and-after chart is a good example of that kind of early evidence.
Try this: five questions for any result
Use these on a poster, a course page or an app listing. They take about a minute.
- Was there a comparison group that did not get the practice?
- Who chose to join, and when in their lives did they join?
- What else changed during the same weeks?
- Who did the measuring, and how was it measured?
- Does the source say plainly what it cannot show?
If the page cannot answer questions one and five, keep your interest but hold your belief lightly. You can write your answers in the weekly reflection sheet, and what you type stays in your browser.
Adapting this to real life
You will meet these charts on a WhatsApp forward, in an ad before a video, or on a family member’s phone. You do not need to argue. A kind “that is interesting, I wonder if they had a comparison group” is enough.
For a worked example of tracing one claim, read checking whether a claimed benefit was actually measured. To see why one result rarely carries over to a different app, read why research on one practice does not prove another app works.
When to get more support
A chart is not an assessment of you. If something in your own life feels heavy, or a practice stirs up distress, it is fine to stop and to talk to a doctor or counsellor. Our support page lists where to start.
Where to go next
Everything on reading evidence is gathered on our what the research says guides. If you want the basics first, start with reading a meditation study without turning it into a claim of a fix.
When you would rather feel a practice than read about it, Sadhguru’s free seven-minute guided meditation in the Miracle of Mind app is an optional way to try one and judge it by your own experience.
Common questions
Is a before-and-after result useless?
No. It can show that people found a practice easy to follow and that scores moved in the hoped-for direction. That makes it a fair first clue. It just cannot tell you whether the practice caused the change, so it should not be read as proof.
What is a control group in simple words?
It is a second group of people who are measured at the same times but do not get the practice being tested. Comparing the two groups helps separate the effect of the practice from everything else that changed in those weeks.
Why would people feel better without any practice?
Weeks pass, exams end, a hard season eases, and people who join a programme at a low point may start to recover on their own. Expecting to feel better can also colour how we score ourselves. A before-and-after chart cannot separate these from the practice.
Should I ignore an app that only shares before-and-after numbers?
You do not need to ignore it, but weigh it lightly. Ask who was measured, what changed in the same weeks, and whether a comparison group exists. If the provider does not say, treat the result as a story about those users and not as a finding.
Sources
- In a randomised controlled trial, participants are assigned by chance to separate groups to evaluate the therapy being studied, and a control group receives a placebo or standard therapy. NCATS Toolkit, US National Institutes of Health
- In placebo-controlled studies, volunteers are randomly assigned to the experimental treatment or a placebo group, and comparing the groups shows whether a change is due to the treatment or could have happened by chance. NCCIH, US National Institutes of Health
- NCCIH states that much of the research on meditation and mindfulness is preliminary or not scientifically rigorous, so results should be read cautiously. NCCIH, US National Institutes of Health. Varied practices and hard-to-measure effects make results difficult to analyse; findings may be overly optimistic.
Read next
Once you can read a result with a calm and curious eye, you may enjoy simply trying a short guided practice and noticing for yourself how it feels.