6 Proven Ways To Use Examples And Nonexamples

Your brain likes to generalize. It makes generalizations out of individual examples, similar to fitting together the pieces of a puzzle. This is more or less how concepts are formed—by grouping together things, ideas and events with shared characteristics so you can classify them. It’s an efficient way to give meaning to your world.

As a youngster, when you first saw a comic strip, you most likely didn’t know the concept of “comics.” But over time, you learned that certain styles of line drawings formatted in a sequence were referred to as comics. Once you formed this concept, it became easier to classify other examples of line drawings as comics or non-comics.

At a young age, we learn to form generalizations, such as the concept for “comics.”


Examples or instances seem to be crucial for helping a learner form accurate concepts. Otherwise, according to educational researchers, the learner can overgeneralize, undergeneralize or form misconceptions. Here are six ways to help learners acquire concepts.

Rule #1: Use examples in which the irrelevant attributes vary widely.

As learning architects, we can help by providing the right types of examples. Just any old examples won’t do. The attributes of the examples should vary widely, particularly on irrelevant characteristics, so learners get the right idea.

In a course on sexual harassment, if your examples only demonstrate a person harassing an individual of the opposite sex, a learner might erroneously generalize that sexual harassment cannot occur between people of the same gender. This, of course, is not true.

By varying the less relevant attributes of your examples, learners get a more refined understanding of a concept. If examples of a concept don’t vary widely on irrelevant attributes, learners may form generalizations that are too limited (2).

Rule #2: Progress from simple to difficult examples.

It’s also important to start with simple examples at first, but then be sure to progress to more complex ones later. Research shows that if a learner only sees simple instances of a concept, he or she will be less likely to classify the more difficult instances. This causes undergeneralization (3).

Imagine a radiologist learning about bone fractures. If the radiologist only learns how to identify the most obvious instances, in which the fragments separate completely, he or she will undergeneralize about fractures. Upon coming upon a fracture in which the bone fragments are still partially joined, the radiologist could make a false diagnosis.

Rule #3: Present instances of a concept in rapid sequence or allow all instances to be viewed simultaneously.

Display examples close together in time. This enables them to be active in working memory all at once, facilitating the process of generalization. If there is a time gap between the presentation of examples, the learner might not generalize from them. So present examples in rapid sequence or leave several on the screen at one time (1).

Rule#4: Use matched examples and non-examples for concepts with related attributes.

Your brain also likes to discriminate. Discrimination restricts the range of examples used to form a concept, which can be promoted by presenting nonexamples. Nonexamples are an instance that is specifically not an example of the concept being learned. Nonexamples should vary in one attribute from the example with which it is paired.

Some research points to the fact that concepts with clearly distinguishable attributes (like texture versus color) are better taught with examples only. The learner only needs to generalize in order to acquire the concepts. But concepts that have common attributes, such as the statistical concepts of mean, median and mode, require discrimination skills and thus need matched examples and nonexamples (4). Matched examples and non-examples should be present in working memory simultaneously.

Back on the comics theme mentioned earlier, it’s difficult to fully define the concept of comics. So a paired example and nonexample can help, because discrimination is required. The pair below demonstrates that the intent of the artist is one attribute for defining comics. The example on the left was intended to be read as a comic book. Roy Lichtenstein’s comic-based painting on the right was intended as an artwork that provided commentary on the mass media.

Present matched examples and nonexamples when concepts could be confused with each other.

Rule #5: Provide opportunities for learners to generate their own examples of a concept.

If you’re working in a setting that allows learners to communicate with you and each other, ask them to generate their own examples of a concept. Promoting reflection and response in this way will reinforce well-formed concepts and correct misunderstandings. It may also illuminate the blurry areas, because not all concepts can be neatly defined.

In the sexual harassment course mentioned earlier, a learner might come up with an example that asking a co-worker for a date is harassment. Others in the discussion would probably respond that this is not harassment, but that repeatedly asking the same co-worker for a date after multiple refusals could be considered harassment. This feedback corrects the misconception.

Rule #6: Expose learners to a wide range of examples and nonexamples and allow them to discover the concept.

We have been discovering concepts on our own since childhood. It’s a natural occurrence for a pattern-seeking brain. It’s not surprising then that an effective way to learn concepts is to discover them from interacting with a set of examples and non-examples.

Using this inquiry strategy in eLearning isn’t quite as easy as in a live classroom, but it can be done. It involves presenting multiple examples to the learner and inquiring about shared characteristics of the examples. Through exploration and discovery (interactive activities), learners can acquire the concept. Then use questions and context-sensitive feedback, to correct any misconceptions.

In a synchronous setting, concept formation can emerge from structured online discussions. Research seems to point to the fact that discovery learning is most effective when learners already have a developed knowledge base.

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  1. Gagne, Ellen. The Cognitive Psychology of School Learning.
  2. Merrill, M. D., & Tennyson, R. D. (1977). Concept teaching.An instructional design guide. Educational Technology.
  3. Merrill, M. D., & Tennyson,R . D. (1978). Concept classification and classification errors as
    a function of relationships between examples and non-examples. Improving Human Performance, 7, 351-364.
  4. Tennyson, R.D. and Cocchiarella, M.J. (1986). An Empirically Based Instructional Design Theory for Teaching Concepts. Review of Educational Research, Vol. 56, No. 1.
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  1. Bryce says

    I’ve found that it’s difficult for some teachers to come up with relevant examples. Some concepts might seem to dry to get any useful comparisons, but I think that using at least a few of these rules, you could definitely come up with a number of great examples and nonexamples.

  2. Connie Malamed says

    Hi Bryce,
    I know what you mean. It can be hard to come up with examples at times and they don’t all need to be visual, of course. But sometimes using an abstract visual can help. Thanks for chiming in!


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