Title: How Experts Differ from Novices
1How Experts Differ from Novices
2How Experts Differ form Novices
- When it comes to problem solving, experts have
gained a lot of knowledge that affects what they
notice. - This knowledge also affects how they organize,
represent, and interpret information.
3How Experts Differ from Novices
- 6 Principles of Expertise
- Meaningful Patterns of information
- Organization of Knowledge
- Context and Access to Knowledge
- Fluent Retrieval
- Experts and Teaching
- Adaptive Expertise
4Meaningful Patterns of Information
- Experts notice features and meaningful patterns
of information that are not noticed by novices. - Experience is Key
- Chunking
- Examples
- Chess
- Electronics Technicians
- Physicists
- Teachers
5Meaningful Patterns of Information
- Experience
- Experts have seen the problem before, therefore
they can see patterns of meaningful information. - The problem is not really a problem.
- Because they can see the patterns of meaningful
information experts problem solving starts at a
higher level.
6Meaningful Patterns of Information
- Chunking
- Put together information into familiar patterns.
- Chunking enhances short term memory.
- Example
- 01110001110100101
7Meaningful Patterns of Information
- Chess Masters vs. Lesser ranked chess players.
- Chess masters were able to out play their
opponents because if the knowledge they acquired
from hours upon hours of playing chess. - Chess masters experiences lead to recognition of
meaningful chess configurations (using chunking)
which leads to the realization of the best
strategy with the most superior moves to win
based on these configurations. - Chess masters can chunk together chess pieces in
a configuration.
8Meaningful Patterns of Information
- Electronics Technicians.
- Expert electronics technicians were able to
reproduce large portions of complex circuit
diagrams after only a few SECONDS of viewing. - Chunked several individual circuit elements that
performed the function of an amplifier. - Novices could not do this.
- Being a novice in this area I hardly understand
the words!!
9Meaningful Patterns of Information
- Physicists
- Mathematical Experts
- Recognize problems of river currents and problems
of headwinds and tailwinds in airplanes to all
involve relative velocities. - They chunked all of these into relative velocity
problems. Only an expert physicist would be able
to do that with expert mathematical skills would
be able to do that.
10Meaningful Patterns of Information
- Teachers
- Expert and Novice teachers were shown a
videotaped classroom lesson and asked to talk
about what they were seeing. - Expert teachers noticed
- Note-taking strategies of students.
- Students loosing interest in the lesson.
- That the students seem to be accelerated
learners. - Novice teachers
- Couldnt tell what students were doing.
- Couldnt understand what was going on.
- Said Its a lot to watch.
11Organization of Knowledge
- Experts have acquired a great deal of content
knowledge that is organized in ways that reflect
a deep understanding of their subject matter. - Big Ideas guide expert thinking.
- Experts understand the problem vs. novices who
just want to solve the problem. - Examples
- Physics
- Mathematics
- Adults and Children
12Organization of Knowledge
- Big Ideas
- Experts knowledge is organized around core
concepts that guide their thinking about their
domains. - Novices are more likely to approach problems by
searching for the correct formulas. Their
knowledge is simply a list of facts and formulas
that are relevant to the domain.
13Organization of Knowledge
- Understanding the problem.
- Experts want to understand what the problem means
rather than just plug in numbers in a formula to
get an answer. - By understanding the problem experts can then
explain why they used the tactics they did to
solve the problem.
14Organization of Knowledge
- Physics
- Experts
- Use the core concept if Newtons 2nd Law. The
sum of the external forces equals the mass
multiplied by the acceleration. FMa. - Draw Free Body Diagrams in order to see all the
external forces and get a generic formula for
solving the problem. - When looking at different problems experts group
these problems based on the major principle that
could be applied to solve. - Novices
- Immediately plug in numbers into formulas.
- Memorize, recall and manipulate to get answers
they need. - Grouped problems together based on if the
pictures looked similar.
15Organization of Knowledge
- Mathematics
- Experts want to understand the problem and not
just plug in numbers like novices. - Experts and Novices were asked to solve an
algebra word problem that is logically
impossible. - Experts wanting to understand the problem quickly
realized that it was logically impossible - Novices used the numbers in the problem to plug
into equations that they would use to solve it,
getting an unrealistic answer.
16Organization of Knowledge
- Adults (Experts) vs. Children (Novices)
- Adults and children were asked
- There are 26 sheep and 10 goats on a ship. How
old is the captain? - Adults had enough expertise to realize that you
do not have enough information to solve this
problem. - Children attempted to answer this question with a
number by adding, subtracting, etc. They did not
try to understand the problem.
17Context and Access to Knowledge
- Experts knowledge cannot be reduced to isolated
facts or propositions but, instead, reflects
contexts of applicability that is, the knowledge
is conditionalized on a set of circumstances. - Retrieving relevant knowledge
- Conditionalized
- Examples
- Textbooks
- Word Problems
- Tests
18Context and Access to Knowledge
- Retrieving relevant knowledge.
- Experts know A LOT. But when they need to solve
a certain problem they dont need all of the
information they know. - Experts do not search through all the knowledge
they know. This would be overwhelming. Experts
selectively retrieve the relevant information
they need. - Experts are GOOD at retrieving the relevant
knowledge they need to solve a problem.
19Context and Access to Knowledge
- Conditionalized Knowledge
- Conditionalized- Knowledge includes a
specification of the contexts in which it is
useful. - In other words, experts know when their
knowledge is useful. - Knowledge must be conditionalized in order to be
retrieved when it is needed. - Have to know when your knowledge is useful in
order to retrieve that knowledge when it is
needed to solve a problem.
20Context and Access to Knowledge
- Textbooks
- DO NOT help students to conditionalize their
knowledge. They teach laws of mathematics but
not when these laws are useful for problem
solving. - Students have to learn when their knowledge is
useful all on their own. - Present facts and formulas, but not the
conditions in which these facts and formulas are
useful.
21Context and Access to Knowledge
- Word Problems
- Word problems that use the appropriate facts and
formulas help students to know when, where and
why to use the knowledge they are learning. - Example Addition and Subtraction.
- If you have 2 apples and your friend Julie gives
you 7 more but then Charlie eats 3 of your
apples. How many apples do you have? - Children might know how to add and subtract
numbers but the word problem will help them to
know when their knowledge is useful.
22Context and Access to Knowledge
- Tests
- Many ask for only facts and not when, where or
why to use those facts. - Some tests have questions that are in order of
how students learned them from the book. - Therefore students think that they have
conditionalized their knowledge but they have
really memorized in order of the book when to use
which formulas and not learned when the formulas
are actually useful. - If these same students were to take another test
with questions presented randomly with no hint as
to where the formulas were in the book they would
not do as well.
23Context and Access to Knowledge
- What knowledge do you have that you know exactly
when it is useful? - For example I know how to take derivatives and
velocity is the derivative of position. So if I
am presented a velocity vs. time graph all I have
to do to find the position at a given time is to
find the area under the curve.
24Fluent Retrieval
- Experts are able to flexibly retrieve important
aspects of their knowledge with little
attentional effort. - Effortful
- Relatively effortless to automatic
- Leads to progression
- Example
- Driving a car
- Reading
25Fluent Retrieval
- Effortful
- Novices
- Places demands on the learners attention.
- Attention is being expended on remembering
instead of learning. - If a student is trying to learn algebra and they
are not an expert in addition, then they will be
giving attention to the addition instead of
learning algebra.
26Fluent Retrieval
- Effortless to Automatic
- Experts
- Fluency places fewer demands on their conscious
attention. - Allows more capacity of attention on another
task. - Like the example before, now, if the student can
retrieve information on how to add effortlessly
or automatically they can focus more on learning
how to solve algebraic equations. - Doesnt mean that experts solve problems faster
than novices. Sometimes they can take longer
because they are attempting to deeply understand
the problem.
27Fluent Retrieval
- Driving a car.
- At first everyone starts out as Novices and they
have to consciously think about all of the moves
that are associated with driving. - Checking mirrors.
- Checking speed.
- Radius of turn.
- How hard to apply brakes and gas.
- Which peddles are the brakes and gas.
- Turning on your blinker when turning.
- After experience however all of this becomes
automatic unconscious thought. - People can drive while carrying on a
conversation. - Sometimes I drive from one destination to another
and dont even remember how they got there.
28Fluent Retrieval
- Progression
- Fluent retrieval is very important so that
solutions can be easily retrieved from memory and
you can continuously progress onto higher
learning.
29Fluent Retrieval
- Reading
- When someone starts out learning to read they
have to sound out the words, usually syllable by
syllable. It is really hard to focus your
attention on the actual material you are reading
when you have to focus on the words. - After experience, reading becomes automatic
unconscious thought and the reader focuses on
what they are actually reading.
30Fluent Retrieval
- What knowledge do you find
- Effortful?
- Effortless?
- Automatic?
31Experts and Teaching
- Though experts know their disciplines
thoroughly, this does not guarantee that they are
able to teach others. - Expertise in a particular domain
- Expert teachers
- Examples
- Hamlet
- My 9th grade Biology Teacher
32Experts and Teaching
- Expertise in a particular domain.
- Does not guarantee that they will be good at
helping other people learn. - Can sometimes hurt teaching because experts can
forget what is easy and difficult for students to
learn. To them it all seems easy. - If they dont have pedagogical content knowledge
then they are more likely to rely on their
textbook for how to teach their students. - The textbook doesnt know anything about their
particular classroom. - Class could have different prior knowledge and
not on the same level that the book expects.
33Experts and Teaching
- Expert Teachers
- Know the difficulties that students are likely to
face when learning. - Good at knowing what existing knowledge their
students have so that they can make new
information meaningful. - Also good at assessing their students progress.
- Have pedagogical content knowledge not just their
content knowledge. - Underlies effective teaching.
34Experts and Teaching
- Hamlet
- Teacher 1
- Couldnt get into the mind set of his students.
- Made them memorize long-passages, do in-depth
analyses of soliloquies and write a paper on the
importance of language in Hamlet. (This sounds
really boring to me!) - Knew all about Hamlet, but not how to teach it to
his students. - Teacher 2
- Knew how to get into his students heads.
- Knew all about Hamlet too, but also how to teach
students. - Asked them questions about life situations that
pertained to Hamlet before even talking about the
play. - Asked about how the students would feel about
their parents splitting due to a new man in moms
life and that man might be responsible for dads
death. Then to think about what would cause them
to go mad and commit murder. - This got the students attention and then they
were interested in Hamlet.
35Experts and Teaching
- Ms. Yin
- Brilliant in the field of Biology
- Horrible teacher
36Adaptive Expertise
- Experts have varying levels of flexibility in
their approach to new situations. - Artisans
- Virtuosos
- Metacognition
- Answer-filled Experts
- Accomplished Novices
- Examples
- Japanese sushi experts
- Information systems designers
37Adaptive Expertise
- Artisans
- merely skilled
- Relatively routinized
38Adaptive Expertise
- Virtuosos
- highly competent
- One that is flexible and more adaptable.
- Learn throughout their lifetime.
- Not only use what they have learned but are
metacognitive and continuously question their
current levels of expertise and attempt to move
beyond them. - But which learning experiences lead develop
virtuosos. - Still challenges people.
39Adaptive Expertise
- Metacognition
- The ability to monitor ones current level of
understanding and decide when it is not adequate. - When there are limits of ones current
knowledge, you must take the right steps to
remedy the situation. Learn more.
40Adaptive Expertise
- Answer filled experts
- A common assumption is that and expert is someone
who knows all the answers. - This puts restraint on new learning because
experts worry about looking incompetent when they
might need help in certain areas. - They want to be called Accomplished Novices.
41Adaptive Expertise
- Accomplished Novices
- Skilled in many areas and proud of their
accomplishments, but they realize that they do
not know everything. They do not know everything
especially when compared to all that is
potentially knowable. - Experts being called accomplished novices helps
people feel free to continue to learn.
42Adaptive ExpertiseJapanese sushi experts
- Artisan
- Excels in following a fixed recipe.
- Virtuoso
- Can prepare sushi creatively.
- Both can make great sushi but how they are
prepared is different.
43Adaptive ExpertiseInformation systems designers
- Work with clients who know what they want.
- Artisans
- Skilled
- Use their existing expertise to do familiar tasks
more efficiantly. - Tend to accept the problem and its limits as
stated by their clients. - Virtuosos
- Creative
- View assignments as opportunities to explore and
expand their current level of expertise. - Consider the clients statement of the problem a
point for further exploration.
44Experts vs. Novices
- The six principles of expertise need to be
considered simultaneously, as parts of an overall
system.
45Experts vs. Novices
- A28 degrees
- Find all other angles.
- Principles of expertise?
- Are you an expert?
46Experts vs. Novices
- A 20-kg mass is attached to a spring with
stiffness 200 N/m. The damping constant for the
system is 140 N-sec/m. If the mass is pulled 25
cm to the right of equilibrium and given an
initial leftward velocity of 1 m/sec, when will
it first return to its equilibrium position? - What expertise do you need to solve this?
- If you have that expertise, what principles of
expertise are applied? - Are you an expert or a novice?
47Experts vs. Novices
- Acceleration of 3-kg mass problem (on hand out).
- What expertise?
- What principles of expertise?
- Expert or Novice?
48Experts vs. Novices
- A board was sawed into two pieces. One piece was
two-thirds as long as the whole board and was
exceeded in length by the second piece by four
feet. How long was the board before it was cut? - Principles of Expertise?
49Experts vs. Novices
- Puzzle
- 5 years ago Kate was 5 times as old as her Son. 5
years hence her age will be 8 less than three
times the corresponding age of her Son. Find
their ages. - What expertise?
- Principles of expertise?
- Expert?
50Experts vs. Novices
- First draw a table like this one below
5 YRS AGO PRESENT
5 YRS LATER - KATE 5x
5x 5 5x
10 - SON x
x 5
x 10Now we know that 5 years from now Kate's
age will be 8 less than three times the
corresponding age of her Son. So, if we add 8 to
Kate's age , 5 years from now, and make her Son's
age 3 times more we will find out 'x' and PROBLEM
SOLVED. Therefore5x 10 8 3(x 10)5x
18 3x 305x - 3x 30 - 182x 12x 12 /
2x 6Now Kate's Present age is 5x 55(6)
5 30 5 35 YEARS - Now her Son's Present age is x 5 6 5 11
YEARS