How People Learn:
Bridging Research
and Practice
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2
Key Findings
How People Learn
provides a broad overview of research on learners and learning and on
teachers and teaching. Three of those findings are highlighted here
because they have both a solid research base to support them and strong
implications for how we teach. It is not the committee's intention to
suggest that these are the only insights from research that can
beneficially be incorporated into practice. Indeed, a number of
additional findings are discussed in How People
Learn.
1. Students
come to the classroom with preconceptions about how the world works. If
their initial understanding is not engaged, they may fail to grasp the
new concepts and information that are taught, or they may learn them for
purposes of a test but revert to their preconceptions outside the
classroom.
Research on early
learning suggests that the process of making sense of the world begins
at a very young age. Children begin in preschool years to develop
sophisticated understandings (whether accurate or not) of the phenomena
around them (Wellman, 1990). Those initial understandings can have a
powerful effect on the integration of new concepts and information.
Sometimes those understandings are accurate, providing a foundation for
building new knowledge. But sometimes they are inaccurate (Carey and
Gelman, 1991). In science, students often have misconceptions of
physical properties that cannot be easily observed. In humanities,
their preconceptions often include stereotypes or simplifications, as
when history is understood as a struggle between good guys and bad guys
(Gardner, 1991). A critical feature of effective teaching is that it
elicits from students their preexisting understanding of the subject
matter to be taught and provides opportunities to build on--or
challenge--the initial understanding. James Minstrell, a high school
physics teacher, describes the process as follows (Minstrell, 1989:
130-131):
Students' initial ideas about mechanics are like strands
of yarn, some unconnected, some loosely interwoven. The act of
instruction can be viewed as helping the students unravel individual
strands of belief, label them, and then weave them into a fabric of more
complete understanding. Rather than denying the relevancy of a belief,
teachers might do better by helping students differentiate their present
ideas from and integrate them into conceptual beliefs more like those of
scientists.
The understandings that
children bring to the classroom can already be quite powerful in the
early grades. For example, some children have been found to hold onto
their preconception of a flat earth by imagining a round earth to be
shaped like a pancake (Vosniadou and Brewer, 1989). This construction
of a new understanding is guided by a model of the earth that helps the
child explain how people can stand or walk on its surface. Many young
children have trouble giving up the notion that one-eighth is greater
than one-fourth, because 8 is more than 4 (Gelman and Gallistel, 1978).
If children were blank slates, telling them that the earth is round or
that one-fourth is greater than one-eighth would be adequate. But since
they already have ideas about the earth and about numbers, those ideas
must be directly addressed in order to transform or expand them.
Drawing out and working
with existing understandings is important for learners of all ages.
Numerous research experiments demonstrate the persistence of preexisting
understandings among older students even after a new model has been
taught that contradicts the naïve understanding. For example, in a
study of physics students from elite, technologically oriented colleges,
Andrea DiSessa (1982) instructed them to play a computerized game that
required them to direct a computer-simulated object called a dynaturtle
so that it would hit a target and do so with minimum speed at impact.
Participants were introduced to the game and given a hands-on trial that
allowed them to apply a few taps with a small wooden mallet to a tennis
ball on a table before beginning the game. The same game was also
played by elementary schoolchildren. DiSessa found that both groups of
students failed dismally. Success would have required demonstrating an
understanding of Newton's laws of motion. Despite their training,
college physics students, like the elementary schoolchildren, aimed the
moving dynaturtle directly at the target, failing to take momentum into
account. Further investigation of one college student who participated
in the study revealed that she knew the relevant physical properties and
formulas, yet, in the context of the game, she fell back on her
untrained conception of how the physical world works.
Students at a variety
of ages persist in their beliefs that seasons are caused by the earth's
distance from the sun rather than by the tilt of the earth
(Schneps and Sadler, 1987), or that an object
that had been tossed in the air has both the force of gravity and the
force of the hand that tossed it acting on it, despite training to the
contrary (Clement, 1982). For the scientific understanding to replace
the naïve understanding, students must reveal the latter and have
the opportunity to see where it falls short.
2. To develop
competence in an area of inquiry, students must: (a) have a deep
foundation of factual knowledge, (b) understand facts and ideas in the
context of a conceptual framework, and (c) organize knowledge in ways
that facilitate retrieval and application.
This principle emerges
from research that compares the performance of experts and novices and
from research on learning and transfer. Experts, regardless of the
field, always draw on a richly structured information base; they are not
just "good thinkers" or "smart people." The ability to plan a task, to
notice patterns, to generate reasonable arguments and explanations, and
to draw analogies to other problems are all more closely intertwined
with factual knowledge than was once believed.
But knowledge of a
large set of disconnected facts is not sufficient. To develop
competence in an area of inquiry, students must have opportunities to
learn with understanding. Deep understanding of subject matter
transforms factual information into usable knowledge. A pronounced
difference between experts and novices is that experts' command of
concepts shapes their understanding of new information: it allows them
to see patterns, relationships, or discrepancies that are not apparent
to novices. They do not necessarily have better overall memories than
other people. But their conceptual understanding allows them to extract
a level of meaning from information that is not apparent to novices, and
this helps them select and remember relevant information. Experts are
also able to fluently access relevant knowledge because their
understanding of subject matter allows them to quickly identify what is
relevant. Hence, their attention is not overtaxed by complex events.
In most areas of study
in K-12 education, students will begin as novices; they will have
informal ideas about the subject of study, and will vary in the amount
of information they have acquired. The enterprise of education can be
viewed as moving students in the direction of more formal understanding
(or greater expertise). This will require both a deepening of the
information base and the development of a conceptual framework for that
subject matter.
Geography can be used
to illustrate the manner in which expertise is organized around
principles that support understanding. A student can learn to fill in a
map by memorizing states, cities, countries, etc., and can complete the
task with a high level of accuracy. But if the boundaries are removed,
the problem becomes much more difficult. There are no concepts
supporting the student's information. An expert who understands that
borders often developed because natural phenomena (like mountains or
water bodies) separated people, and that large cities often arose in
locations that allowed for trade (along rivers, large lakes, and at
coastal ports) will easily outperform the novice. The more developed
the conceptual understanding of the needs of cities and the resource
base that drew people to them, the more meaningful the map becomes.
Students can become more expert if the geographical information they are
taught is placed in the appropriate conceptual framework.
A key finding in the
learning and transfer literature is that organizing information into a
conceptual framework allows for greater "transfer"; that is, it allows
the student to apply what was learned in new situations and to learn
related information more quickly (see Box 2.1). The student who has learned geographical
information for the Americas in a conceptual framework approaches the
task of learning the geography of another part of the globe with
questions, ideas, and expectations that help guide acquisition of the
new information. Understanding the geographical importance of the
Mississippi River sets the stage for the student's understanding of the
geographical importance of the Nile. And as concepts are reinforced,
the student will transfer learning beyond the classroom, observing and
inquiring, for example, about the geographic features of a visited city
that help explain its location and size (Holyoak, 1984; Novick and
Holyoak, 1991).
3. A
"metacognitive" approach to instruction can help students learn to take
control of their own learning by defining learning goals and monitoring
their progress in achieving them.
In research with
experts who were asked to verbalize their thinking as they worked, it
was revealed that they monitored their own understanding carefully,
making note of when additional information was required for
understanding, whether new information was consistent with what they
already knew, and what analogies could be drawn that would advance their
understanding. These meta-cognitive monitoring activities are an
important component of what is called adaptive expertise (Hatano, 1990).
Because metacognition
often takes the form of an internal conversation, it can easily be
assumed that individuals will develop the internal dialogue on their
own. Yet many of the strategies we use for thinking reflect cultural
norms and methods of inquiry (Hutchins, 1995; Brice-Heath, 1981, 1983;
Suina and Smolkin, 1994). Research has demonstrated that children can
be taught these strategies, including the ability to predict outcomes,
explain to oneself in order to improve understanding, note failures to
comprehend, activate background knowledge, plan ahead, and apportion
time and memory. Reciprocal teaching, for example, is a technique
designed to improve students' reading comprehension by helping them
explicate, elaborate, and monitor their understanding as they read
(Palincsar and Brown, 1982). The model for using the meta-cognitive
strategies is provided initially by the teacher, and students practice
and discuss the strategies as they learn to use them. Ultimately,
students are able to prompt themselves and monitor their own
comprehension without teacher support.
The teaching of
metacognitive activities must be incorporated into the subject matter
that students are learning (White and Frederickson, 1998). These
strategies are not generic across subjects, and attempts to teach them
as generic can lead to failure to transfer. Teaching metacognitive
strategies in context has been shown to improve understanding in physics
(White and Frederickson, 1998), written composition (Scardamalia
et al., 1984), and heuristic methods for mathematical problem solving
(Schoenfeld, 1983, 1984, 1991). And metacognitive practices have been
shown to increase the degree to which students transfer to new settings
and events (Lin and Lehman, in press; Palincsar and Brown, 1982;
Scardamalia et al., 1984; Schoenfeld, 1983, 1984, 1991).
Each of these
techniques shares a strategy of teaching and modeling the process of
generating alternative approaches (to developing an idea in writing or a
strategy for problem solving in mathematics), evaluating their merits in
helping to attain a goal, and monitoring progress toward that goal.
Class discussions are used to support skill development, with a goal of
independence and self-regulation.
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IMPLICATIONS FOR TEACHING |
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The three core learning
principles described above, simple though they seem, have profound
implications for the enterprise of teaching and teacher preparation.
1. Teachers
must draw out and work with the preexisting understandings that their
students bring with them. This requires that:
- The model of the child as an empty vessel to be filled with
knowledge provided by the teacher must be replaced. Instead, the
teacher must actively inquire into students' thinking, creating
classroom tasks and conditions under which student thinking can be
revealed. Students' initial conceptions then provide the foundation on
which the more formal understanding of the subject matter is built.
- The roles for assessment must be expanded beyond the traditional
concept of testing. The use of frequent formative assessment helps make
students' thinking visible to themselves, their peers, and their
teacher. This provides feedback that can guide modification and
refinement in thinking. Given the goal of learning with understanding,
assessments must tap understanding rather than merely the ability to
repeat facts or perform isolated skills.
- Schools of education must provide beginning teachers with
opportunities to learn: (a) to recognize predictable preconceptions of
students that make the mastery of particular subject matter challenging,
(b) to draw out preconceptions that are not predictable, and (c) to work
with preconceptions so that children build on them, challenge them and,
when appropriate, replace them.
2. Teachers
must teach some subject matter in depth, providing many examples in
which the same concept is at work and providing a firm foundation of
factual knowledge. This requires that:
- Superficial coverage of all topics in a subject area must be
replaced with in-depth coverage of fewer topics that allows key concepts
in that discipline to be understood. The goal of coverage need not be
abandoned entirely, of course. But there must be a sufficient number of
cases of in-depth study to allow students to grasp the defining concepts
in specific domains within a discipline. Moreover, in-depth study in a
domain often requires that ideas be carried beyond a single school year
before students can make the transition from informal to formal ideas.
This will require active coordination of the curriculum across school
years.
- Teachers must come to teaching with the experience of in-depth
study of the subject area themselves. Before a teacher can develop
powerful pedagogical tools, he or she must be familiar with the progress
of inquiry and the terms of discourse in the discipline, as well as
understand the relationship between information and the concepts that
help organize that information in the discipline. But equally
important, the teacher must have a grasp of the growth and development
of students' thinking about these concepts. The latter will be
essential to developing teaching expertise, but not expertise in the
discipline. It may therefore require courses, or course supplements,
that are designed specifically for teachers.
- Assessment for purposes of accountability (e.g., statewide
assessments) must test deep understanding rather than surface knowledge.
Assessment tools are often the standard by which teachers are held
accountable. A teacher is put in a bind if she or he is asked to teach
for deep conceptual understanding, but in doing so produces students who
perform more poorly on standardized tests. Unless new assessment tools
are aligned with new approaches to teaching, the latter are unlikely to
muster support among the schools and their constituent parents. This
goal is as important as it is difficult to achieve. The format of
standardized tests can encourage measurement of factual knowledge rather
than conceptual understanding, but it also facilitates objective
scoring. Measuring depth of understanding can pose challenges for
objectivity. Much work needs to be done to minimize the trade-off
between assessing depth and assessing objectively.
3. The
teaching of metacognitive skills should be integrated into the
curriculum in a variety of subject areas. Because metacognition
often takes the form of an internal dialogue, many students may be
unaware of its importance unless the processes are explicitly emphasized
by teachers. An emphasis on metacognition needs to accompany
instruction in each of the disciplines, because the type of monitoring
required will vary. In history, for example, the student might be
asking himself, "who wrote this document, and how does that affect the
interpretation of events," whereas in physics the student might be
monitoring her understanding of the underlying physical principle at
work.
- Integration of metacognitive instruction with discipline-based
learning can enhance student achievement and develop in students the
ability to learn independently. It should be consciously incorporated
into curricula across disciplines and age levels.
- Developing strong metacognitive strategies and learning to teach
those strategies in a classroom environment should be standard features
of the curriculum in schools of education.
Evidence from research
indicates that when these three principles are incorporated into
teaching, student achievement improves. For example, the Thinker Tools
Curriculum for teaching physics in an interactive computer environment
focuses on fundamental physical concepts and properties, allowing
students to test their preconceptions in model building and
experimentation activities. The program includes an "inquiry cycle"
that helps students monitor where they are in the inquiry process. The
program asks for students' reflective assessments and allows them to
review the assessments of their fellow students. In one study, sixth
graders in a suburban school who were taught physics using Thinker Tools
performed better at solving conceptual physics problems than did
eleventh and twelfth grade physics students in the same school system
taught by conventional methods. A second study comparing urban students
in grades 7 to 9 with suburban students in grades 11 and 12 again showed
that the younger students taught by the inquiry-based approach had a
superior grasp of the fundamental principles of physics (White and
Frederickson, 1997, 1998).
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BRINGING ORDER TO CHAOS |
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A benefit of focusing
on how people learn is that it helps bring order to a seeming cacophony
of choices. Consider the many possible teaching strategies that are
debated in education circles and the media. Figure 2.1 depicts them in diagram format:
lecture-based teaching, text-based teaching, inquiry-based teaching,
technology-enhanced teaching, teaching organized around individuals
versus cooperative groups, and so forth. Are some of these teaching
techniques better than others? Is lecturing a poor way to teach, as
many seem to claim? Is cooperative learning effective? Do attempts to
use computers (technology-enhanced teaching) help achievement or hurt
it?
How People Learn
suggests that these are the wrong questions. Asking which teaching
technique is best is analogous to asking which tool is best--a hammer, a
screwdriver, a knife, or pliers. In teaching as in carpentry, the
selection of tools depends on the task at hand and the materials one is
working with. Books and lectures can be wonderfully efficient
modes of transmitting new information for learning, exciting the
imagination, and honing students' critical faculties--but one would
choose other kinds of activities to elicit from students their
preconceptions and level of understanding, or to help them see the power
of using meta-cognitive strategies to monitor their learning. Hands-on
experiments can be a powerful way to ground emergent knowledge,
but they do not alone evoke the underlying conceptual understandings
that aid generalization. There is no universal best teaching practice.
If, instead, the point
of departure is a core set of learning principles, then the selection of
teaching strategies (mediated, of course, by subject matter, grade
level, and desired outcome) can be purposeful. The many possibilities
then become a rich set of opportunities from which a teacher constructs
an instructional program rather than a chaos of competing alternatives.
Focusing on how people
learn also will help teachers move beyond either-or dichotomies that
have plagued the field of education. One such issue is whether schools
should emphasize "the basics" or teach thinking and problem-solving
skills. How People Learn shows that both are necessary.
Students' abilities to acquire organized sets of facts and skills are
actually enhanced when they are connected to meaningful problem-solving
activities, and when students are helped to understand why, when, and
how those facts and skills are relevant. And attempts to teach thinking
skills without a strong base of factual knowledge do not promote
problem-solving ability or support transfer to new situations.
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DESIGNING CLASSROOM ENVIRONMENTS |
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How People Learn
proposes a framework to help guide the design and evaluation of
environments that can optimize learning (Figure 2.2). Drawing heavily on the three principles
discussed above, it posits four interrelated attributes of learning
environments that need cultivation.
1. Schools
and classrooms must be learner centered. Teachers must pay
close attention to the knowledge, skills, and attitudes that learners
bring into the classroom. This incorporates the preconceptions
regarding subject matter already discussed, but it also includes a
broader understanding of the learner. For example:
- Cultural differences can affect students' comfort level in
working collaboratively versus individually, and they are reflected in
the background knowledge students bring to a new learning situation
(Moll et al., 1993).
- Students' theories of what it means to be intelligent can affect
their performance. Research shows that students who think that
intelligence is a fixed entity are more likely to be performance
oriented than learning oriented--they want to look good rather than risk
making mistakes while learning. These students are especially likely to
bail out when tasks become difficult. In contrast, students who think
that intelligence is malleable are more willing to struggle with
challenging tasks; they are more comfortable with risk (Dweck, 1989;
Dweck and Legget, 1988).
Teachers in
learner-centered classrooms also pay close attention to the individual
progress of each student and devise tasks that are appropriate.
Learner-centered teachers present students with "just manageable
difficulties"--that is, challenging enough to maintain engagement, but
not so difficult as to lead to discouragement. They must therefore have
an understanding of their students' knowledge, skill levels, and
interests (Duckworth, 1987).
2. To
provide a knowledge-centered classroom environment, attention must be
given to what is taught (information, subject matter), why it is taught
(understanding), and what competence or mastery looks like. As
mentioned above, research discussed in How People Learn shows
clearly that expertise involves well-organized knowledge that supports
understanding, and that learning with understanding is important for the
development of expertise because it makes new learning easier (i.e.,
supports transfer).
Learning with
understanding is often harder to accomplish than simply memorizing, and
it takes more time. Many curricula fail to support learning with
understanding because they present too many disconnected facts in too
short a time--the "mile wide, inch deep" problem. Tests often reinforce
memorizing rather than understanding. The knowledge-centered
environment provides the necessary depth of study, assessing student
understanding rather than factual memory. It incorporates the teaching
of meta-cognitive strategies that further facilitate future learning.
Knowledge-centered
environments also look beyond engagement as the primary index of
successful teaching (Prawaf et al., 1992). Students' interest or
engagement in a task is clearly important. Nevertheless, it does not
guarantee that students will acquire the kinds of knowledge that will
support new learning. There are important differences between tasks and
projects that encourage hands-on doing and those that encourage doing
with understanding; the knowledge-centered environment emphasizes the
latter (Greeno, 1991).
3. Formative
assessments--ongoing assessments designed to make students' thinking
visible to both teachers and students--are essential. They permit the
teacher to grasp the students' preconceptions, understand where the
students are in the "developmental corridor" from informal to formal
thinking, and design instruction accordingly. In the
assessment-centered classroom environment, formative assessments help
both teachers and students monitor progress.
An important feature of
assessments in these classrooms is that they be learner-friendly: they
are not the Friday quiz for which information is memorized the night
before, and for which the student is given a grade that ranks him or her
with respect to classmates. Rather, these assessments should provide
students with opportunities to revise and improve their thinking (Vye et
al., 1998b), help students see their own progress over the course of
weeks or months, and help teachers identify problems that need to be
remedied (problems that may not be visible without the assessments).
For example, a high school class studying the principles of democracy
might be given a scenario in which a colony of people have just settled
on the moon and must establish a government. Proposals from students of
the defining features of such a government, as well as discussion of the
problems they foresee in its establishment, can reveal to both teachers
and students areas in which student thinking is more and less advanced.
The exercise is less a test than an indicator of where inquiry and
instruction should focus.
4. Learning
is influenced in fundamental ways by the context in which it takes
place. A community-centered approach requires the development of norms
for the classroom and school, as well as connections to the outside
world, that support core learning values.
The norms established
in the classroom have strong effects on students' achievement. In some
schools, the norms could be expressed as "don't get caught not knowing
something." Others encourage academic risk-taking and opportunities to
make mistakes, obtain feedback, and revise. Clearly, if students are to
reveal their preconceptions about a subject matter, their questions, and
their progress toward understanding, the norms of the school must
support their doing so.
Teachers must attend to
designing classroom activities and helping students organize their work
in ways that promote the kind of intellectual camaraderie and the
attitudes toward learning that build a sense of community. In such a
community, students might help one another solve problems by building on
each other's knowledge, asking questions to clarify explanations, and
suggesting avenues that would move the group toward its goal (Brown and
Campione, 1994). Both cooperation in problem solving (Evans, 1989;
Newstead and Evans, 1995) and argumentation (Goldman, 1994; Habermas,
1990; Kuhn, 1991; Moshman, 1995a, 1995b; Salmon and Zeitz, 1995; Youniss
and Damon, 1992) among students in such an intellectual community
enhance cognitive development.
Teachers must be
enabled and encouraged to establish a community of learners among
themselves (Lave and Wegner, 1991). These communities can build a sense
of comfort with questioning rather than knowing the answer and can
develop a model of creating new ideas that build on the contributions of
individual members. They can engender a sense of the excitement of
learning that is then transferred to the classroom, conferring a sense
of ownership of new ideas as they apply to theory and practice.
Not least, schools need
to develop ways to link classroom learning to other aspects of students'
lives. Engendering parent support for the core learning principles and
parent involvement in the learning process is of utmost importance
(Moll, 1990; 1986a, 1986b). Figure
2.3 shows the percentage of time, during a calendar year, that
students in a large school district spent in school. If one-third of
their time outside school (not counting sleeping) is spent watching
television, then students apparently spend more hours per year watching
television than attending school. A focus only on the hours that
students currently spend in school overlooks the many opportunities for
guided learning in other settings.
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APPLYING THE DESIGN FRAMEWORK TO ADULT LEARNING |
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The design framework
above assumes that the learners are children, but the principles apply
to adult learning as well. This point is particularly important because
incorporating the principles in How People Learn into educational
practice will require a good deal of adult learning. Many approaches to
teaching adults consistently violate principles for optimizing learning.
Professional development programs for teachers, for example, frequently:
- Are not learner centered. Rather than ask teachers where
they need help, they are simply expected to attend prearranged
workshops.
- Are not knowledge centered. Teachers may simply be
introduced to a new technique (like cooperative learning) without being
given the opportunity to understand why, when, where, and how it might
be valuable to them. Especially important is the need to integrate the
structure of activities with the content of the curriculum that is
taught.
- Are not assessment centered. In order for teachers to
change their practices, they need opportunities to try things out in
their classrooms and then receive feedback. Most professional
development opportunities do not provide such feedback. Moreover, they
tend to focus on change in teaching practice as the goal, but they
neglect to develop in teachers the capacity to judge successful transfer
of the technique to the classroom or its effects on student achievement.
- Are not community centered. Many professional
development opportunities are conducted in isolation. Opportunities for
continued contact and support as teachers incorporate new ideas into
their teaching are limited, yet the rapid spread of Internet access
provides a ready means of maintaining such contact if appropriately
designed tools and services are available.
The principles of
learning and their implications for designing learning environments
apply equally to child and adult learning. They provide a lens through
which current practice can be viewed with respect to K-12 teaching
and with respect to preparation of teachers in the research and
development agenda. The principles are relevant as well when we
consider other groups, such as policy makers and the public, whose
learning is also required for educational practice to change.
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