Bloom's 2 Sigma Problem
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Bloom's 2 sigma problem refers to an educational phenomenon and associated problem observed by
educational psychologist An educational psychologist is a psychologist whose differentiating functions may include diagnostic and psycho-educational Psychological evaluation, assessment, psychological counseling in educational communities (students, teachers, parents, ...
Benjamin Bloom Benjamin Samuel Bloom (February 21, 1913 – September 13, 1999) was an American educational psychologist who made contributions to the classification of educational objectives and to the theory of mastery learning. He is particularly noted ...
and initially reported in 1984 in the journal ''
Educational Researcher ''Educational Researcher'' is a peer-reviewed academic journal that covers the field of education. The editors-in-chief are Carolyn D. Herrington (Florida State University) and Jason A. Grissom (Vanderbilt University). It was established in 1972 an ...
''. Bloom found that the average student tutored one-to-one using
mastery learning Mastery learning (or, as it was initially called, "learning for mastery"; also known as "mastery-based learning") is an instructional strategy and educational philosophy, first formally proposed by Benjamin Bloom in 1968. Mastery learning maintains ...
techniques performed two
standard deviation In statistics, the standard deviation is a measure of the amount of variation or dispersion of a set of values. A low standard deviation indicates that the values tend to be close to the mean (also called the expected value) of the set, while ...
s better than students educated in a
classroom A classroom or schoolroom is a learning space in which both children and adults learn. Classrooms are found in educational institutions of all kinds, ranging from preschools to universities, and may also be found in other places where education ...
environment with one teacher to 30 students, with or without mastery learning. As quoted by Bloom: "the average tutored student was above 98% of the students in the control class". Additionally, the variation of the students' achievement changed: "about 90% of the tutored students ... attained the level of summative achievement reached by only the highest 20%" of the control class. The phenomenon was described by Bloom as illustrative of the importance of the problem to "find methods of group instruction as effective as one-to-one tutoring". The phenomenon has also been used to illustrate that factors outside of a teachers' control influences student education outcomes, motivating research in alternative
teaching method A teaching method comprises the principles and methods used by teachers to enable student learning. These strategies are determined partly on subject matter to be taught and partly by the nature of the learner. For a particular teaching method t ...
s, in some cases reporting larger standard deviation improvements than those predicted by the phenomenon. The phenomenon has also motivated developments in human-computer interaction for education in education, including cognitive tutors and
learning management system A learning management system (LMS) is a software application for the administration, documentation, tracking, reporting, automation, and delivery of educational courses, training programs, materials or learning and development programs. The learni ...
s.


Mastery learning

Mastery learning is an
educational philosophy The philosophy of education is the branch of applied philosophy that investigates the nature of education as well as its aims and problems. It includes the examination of educational theories, the presuppositions present in them, and the arguments ...
first proposed by Bloom in 1968 based on the premise that students must achieve a level of mastery (e.g., 90% on a knowledge test) in prerequisite knowledge before moving forward to learn subsequent information on a topic. Mastery is determined with regular tests, and students who do not yet achieve mastery on the test are given additional educational support before another test. This cycle continues until the learner accomplishes mastery, and they may then move on to the next stage. Failure for a student to achieve mastery is viewed, differently from conventional
educational testing An examination (exam or evaluation) or test is an educational assessment intended to measure a test-taker's knowledge, skill, aptitude, physical fitness, or classification in many other topics (e.g., beliefs). A test may be administered verb ...
, as due to instruction rather than lack of student ability. Another key element of mastery learning is that it requires attention to individual students as opposed to assessing group performance. There is good evidence to suggest the effectiveness of mastery learning for improving student educational outcomes. Two of the three groups in the original study by Bloom conducted mastery learning, with one
control group In the design of experiments, hypotheses are applied to experimental units in a treatment group. In comparative experiments, members of a control group receive a standard treatment, a placebo, or no treatment at all. There may be more than one tr ...
that did not.


Correlations

Though Bloom concluded that one-to-one tutoring is "too costly for most societies to bear on a large scale", Bloom conjectured that a combination of two or three altered variables may result in a similar performance improvement. Bloom thus challenged researchers and teachers to "find methods of group instruction as effective as one-to-one tutoring". Bloom's graduate students Joanne Anania and Arthur J. Burke conducted studies of the effect at different grade levels and in different schools, observing students with "great differences in cognitive achievement, attitudes, and academic self-concept". Bloom classified alterable variables that may have, in combination, a 2 sigma effect as the following "objects of change process": # Learner # Instructional material # Home environment or peer group # Teacher Bloom and his graduate students considered and tested various combinations of these variables, focusing only on those variables that individually had a 0.5 or higher
effect size In statistics, an effect size is a value measuring the strength of the relationship between two variables in a population, or a sample-based estimate of that quantity. It can refer to the value of a statistic calculated from a sample of data, the ...
. These included:


Further reading

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External links


Bloom's 2 Sigma and Vockell's -2 Sigma

The 2 Sigma Problem: The Search for Methods of Group Instruction as Effective as One-to-One Tutoring (original paper)


References

{{Reflist Educational psychology 1984 introductions