Wednesday, March 25, 2026

Leading, and loaded, questions: And other ways to bias questions and polls.

      “When did you stop beating your spouse?” Ludicrous, but such questions happen. By phrasing the question such that some type of foundational axiom is assumed, you bias the situation and make it very difficult for the person to answer. In a poll, the answer, “I have never beat my spouse” is highly unlikely to be part of the limited choice of answers. In a direct interview, it is easy to edit the situation to make the reader or viewer assume that there is some basis for the question. A firm denial may make the responder sound defensive. Perhaps the best response, in a verbal exchange, would be to invoke humor — respond with “that’s the question I was planning to ask you!”.

     Such questions can be called leading questions, loaded questions, presupposition, or begging the question. In the court of US law, this situation of embedding an accusation within a question, is called “leading the witness”. The same thing can occur with inexperienced counselors and can be part of the process for implanting false memories.

Some additional leading questions examples (derived from Google searching):

  • “You enjoyed the movie, didn’t you?”

  • “How much do you love our new product?”

  • “Wouldn’t you agree that our service is the best in the industry?”

    Any question that requires a “yes/no” response — that is not referring to factual data — is almost always leading. “Does 2 come after 1” is a factual question with a binary response. “Do you approve of Politician A’s desire to improve schools” is a question with two embedded biases — it states there is a politician’s desire that may, or may not, exist and it gives a vague directive that few would disagree with (“desire to improve schools”).

It is too easy to manipulate from either direction — the question or the responses.

     Have you ever encountered a poll (or a test, for that matter) where you said “Where is option E”? For polls, that is often deliberate. For tests — well, they probably don’t do it deliberately but it is probably done because of too little, or too much, experience.

What is the color of the sky?
a) Red
b) Yellow
c) Blue
d) Green

     The creator of the test PROBABLY meant the answer to be C (blue) but have you ever seen a sunset, or sunrise, that contained red, yellow, or orange? Very likely. It would have been better to rephrase the question to “What color is the sky, when not obscured by clouds, most of the time?” By the way, it is not unusual for the sky to appear green near tornadoes.

     I have seen something very similar to the following in a poll. I found it amazing that anyone would not see it as just a way to implant false information — but, apparently, many don’t see it that way. Note that it misleads on BOTH the question and the response.

How do you feel about the Democrats’ open door policy for immigration?

a) I think it is wonderful
b) I think it is terrible
c) I think all Democrats should feel ashamed
d) The policy should be squelched immediately

     Of course, Democrats have never had an “open door policy for immigration”. But the question indicates that they have had such a policy and, unfortunately, many people do not do any research on their own — so they believe it. Embedding lies within a question is a time-honored (though not honorable in any other way) method for politicians to mislead. There should be an “e” response:

e) I think the creator of this question should be seated at a blackboard and be required to write “I will not lie” 500 times.

     I am sure that there are questions with embedded lies for other political party situations — but I have seen the above sent in an email. As mentioned in a recent newsletter, it is always dangerous to just believe what you read or have been told. Research, get multiple viewpoints and data sources. What you hear is NOT necessarily what exists. Polls can indirectly lead people to accept lies as truth, and a bad poll question can lead many a recipient astray.

Watch out.

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Leading, and loaded, questions: And other ways to bias questions and polls.

      “When did you stop beating your spouse?” Ludicrous, but such questions happen. By phrasing the question such that some type of foundat...