Are They Learning What (We Think) We’re Teaching?

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Transcript Are They Learning What (We Think) We’re Teaching?

Are They Learning What
(We Think) We’re Teaching?
A. David Klappholz, Ph.D. (presenter)
Stevens Institute of Technology
Steven J. Condly, Ph.D. (presenter)
University of Central Florida
Vicki L. Almstrum, Ph.D.
University of Texas at Austin
Peter Henderson, Ph.D.
Butler University
Presented at the 5th Annual WTST
(Workshop on Teaching Software Testing)
February 2-5, 2006
Florida Institute of Technology
Melbourne, FL
Discrete Math in CS/SE/IS
Dijkstra, Hoare, Knuth, Parnas, etc. stress
its importance – including logic
Many (most?) CS/SE/IS faculty agree
DM is included in
CC2001
 IS2002
 SE2004

But
Faculty do not agree on DM topics, sequencing, or
integration with CS/SE/IS topics
Students don’t “get” DM’s relevance (to further
studies or career)
Robert Glass says DM is irrelevant for CS/SE/IS
majors going into industry (it certainly is relevant
for those going into research careers…hmm…)
Does the typical CS/SE/IS student master DM?
(Instructors in upper-level courses often think not)
Some say CS/SE/IS curricula are being “dumbed
down” math-wise
Questions
1.
2.
3.
4.
How are students’ attitudes toward DM affected by
(i) choice of topics, (ii) sequencing (& (iii)
integration) of DM with Introductory CS/SE/IS?
How is students’ learning of DM affected by their
attitude toward DM?
How do (i) choice of topics, (ii) sequencing, and
(iii) integration affect performance in development
of CS/SE/IS skills? (transfer?...assuming
relevance.)
How do answers to 1-3 affect
•
•
Overall retention
Retention of women & under-represented minorities
Questions (cont.)
Q1. How to study these issues?
Q2. Have such issues been
studied before? In other STEM
fields?
A. Hestenes’ work on Introductory
Physics
The Force Concept Inventory
David Hestenes (physicist, ASU, ca.
1990):
Do Intro (HS/College) physics students
learn Newtonian Mechanics?
Hestenes didn’t think so!
How to prove it, especially to other
physics faculty?
FCI (cont.)
Devise a survey instrument: Force
Concept Inventory


Cover basic Intro Physics topics
Multiple-choice (4 choices)


one right answer
three answers corresponding to common
misconceptions
FCI (cont.)
HS and college faculty didn’t believe
Hestenes
Were ultimately convinced after
administering FCI to tens of thousands
of students
Changed (improved) Intro Physics
instruction radically
22. A golf ball driven down a fairway is observed to t ravel through the air with a t rajectory
(flight path) similar to that depicted below.
W hich of the following force(s) is(are) act ing on the golf ball while it is in flight?
1. the force of gravity
2. the force of the "hit"
3. the force of air resistance
(A) 1 only
(B) 1 and 2
(C) 1, 2, and 3
(D) 1 and 3
(E) 2 and 3
22. A golf ball driven down a fairway is observed to t ravel through the air with a t rajectory
(flight path) similar to that depicted below.
W hich of the following force(s) is(are) act ing on the golf ball while it is in flight?
“Container metaphor”
“go power”
(A) 1 only
(B) 1 and 2
(C) 1, 2, and 3
}
1. the force of gravity
2. the force of the "hit"= medieval concept of “impetus”
3. the force of air resistance
Missed by 42% of
junior & senior science majors
in a physics class at Harvard (1991)
(D) 1 and 3
(E) 2 and 3
Refe r to the fol lowin g state ment and di agram wh ile answe ri ng the ne xt two questions
A large t ruck breaks down out on the road and receives a push back into town by a small
compact car.
13. While the car, st ill pushing the t ruck, is speedi ng up t o get up to cruising speed
(A) the force by the car pushing against the truck is equa l in amount t o that of the t ruck
pushing back against the car.
(B) the force by the car pushing against the t ruck is less than t hat of the truck pushing back
against the car.
(C) the force by the car pushing against the t ruck is great er than that of the truck pushing
back against the car.
(D) the car's engine is running so it applies a force as it pushes against the truck but the
t ruck's engine isn't running so it can't push back with a force against t he car.
(E) neither the car nor the truck exert any force on the other, the truck is pushed forward
simply because it is in the way of the car.
Refe r to the fol lowin g state ment and di agram wh ile answe ri ng the ne xt two questions
A large t ruck breaks down out on the road and receives a push back into town by a small
compact car.
13. While the car, st ill pushing the t ruck, is speedi ng up t o get up to cruising speed
20% of
physics
graduate
students
Only
active
agents
exert
forces
(A) the force by the car pushing against the truck is equa l in amount t o that of the t ruck
pushing back against the car.
(B) the force by the car pushing against the t ruck is less than t hat of the truck pushing back
against the car.
“Conflict (or war) metaphor” & “dominance principle”
(C) the force by the car pushing against the t ruck is great er than that of the truck pushing
back against the car. The most active agents produce the greatest force
(D) the car's engine is running so it applies a force as it pushes against the truck but the
t ruck's engine isn't running so it can't push back with a force against t he car.
(E) neither the car nor the truck exert any force on the other, the truck is pushed forward
simply because it is in the way of the car.
Obstacles exert no force
12. A book is at rest on a t able top. Which of the following force(s) is (are)
act ing on the book?
1. A downward force due to gravity.
2. The upward force by the table.
3. A net downward force due to air pressure.
4. A net upward force due t o air pressure.
(A) 1 only
(B) 1 and 2
(C) 1, 2, and 3
(D) 1, 2, and 4
(E) none of these; since t he book is at rest t here are no forces act ing on it.
Discriminating power of the FCI – from saliency of its distractors
12. A book is at rest on a t able top. Which of the following force(s) is (are)
act ing on the book?
1. A downward force due to gravity.
2. The upward force by the table.
3. A net downward force due to air pressure.
4. A net upward force due t o air pressure.
What the answers tell us:
(A) 1 only – No “passive forces” – book just gets in the way!
(B) 1 and 2
(C) 1, 2, and _3 – “under pressure”
(D) 1, 2, and_4 – “bouyancy” – correct answer
(E) none of these; since t he book is at rest t here are no forces act ing on it.
Most informative – Force requires an active agent!
“Force is Action” metaphor
vs. Newtonian “universality of force”
as the only causal mechanism!
CI’s in General (from Wikipedia)
A multiple choice instrument designed to evaluate whether a
person has an accurate and working knowledge of a specific
set of concepts. Concept inventories are built in a multiple
choice format to insure that they can be scored in an objective
manner. Unlike a typical multiple choice test, however, both the
question and the response choices are the subject of extensive
research designed to determine both what a range of people
thinks a particular question is asking and what the most
common answers are. In its final form, the concept question is
presented [with] both a correct answer as well as distracters,
that is, incorrect answers based on commonly held
misconceptions.
CI’s in STEM Fields
Have been developed in

Astronomy, Chemistry, Geosciences, Dynamics,
Electromagnetics, Systems and Signals, Statistics, …
At least one STEM CI attempts to get at
higher levels of Bloom taxonomy
None yet in CS/SE/IS
Could serve for ABET’s continuous
quantitative self-assessment, not just to
answer questions listed above
Developing
Concept Inventories
Creating a taxonomy


Develop a list of concepts for the topic (DM)
Validate for acceptance by general community
conferences: SIGCSE , CSEE&T, ITiCSE, ICER, ICSE, ASEE, FIE
mailing lists: various
Required background of participating faculty:


Have taught the topic many times
Have graded their own HWs and exams (so they know common
misconceptions for designing good distracters)
Participation of a psychologist is crucial
Analyze to determine degree of cluster
Iterate: revise and refine
“Views About” Surveys
(from: Field-Tested Assessment Guide
for STEM instructors )
The Views About Science Survey (VASS)


surveys student views about knowing and learning science
assesses the relation of these views to student understanding of science
and course achievement (Grades 8-16)
Probes student views based on scientific and cognitive dimensions:


Three scientific dimensions pertain to the structure and validity of
scientific knowledge, and to scientific methodology
Three cognitive dimensions pertain to learnability of science, reflective
thinking, and personal relevance of science
In each VASS item


respondents are asked to balance two contrasting alternatives on a fivepoint scale called “contrasting alternative design”
to assess variability in student views in different disciplines, parallel forms of
VASS for physics, chemistry, biology, general science, and mathematics
Developing
Views About Surveys
Far easier than developing CIs:



Base new VA on VASS (Halloun’s Views About Science
Survey)
No right/wrong responses
“What do you think.” “What’s your perception.” “How do
you feel about….”
Perform confirmatory factor analysis
Compute Cronbach’s alpha
Revise and refine
A CAD Item in VASS Form P11
The first thing I do when solving a physics problem
is:
(a) represent the situation with sketches and
drawings.
(b) search for formulas that relate givens to
unknowns.
Answer Options
1 Only (a), Never (b); 2 Mostly (a), Rarely (b); 3 More
(a) Than (b); 4 Equally (a) & (b); 5 More (b) Than
(a); 6 Mostly (b), Rarely (a); 7 Only (b), Never (a);
8 Neither (a) Nor (b)
Sample VASS Item
Learning physics requires:
(a). serious effort.
(b). a special talent.
What would each one of the five choices mean?
1. Mostly (a), rarely (b): Learning physics requires mostly a serious effort and rarely a
special talent (or mainly the former and hardly ever the latter).
2. More (a) than (b): Learning physics requires more a serious effort than a special talent.
3. Equally (a) & (b): Learning physics requires as much a serious effort as a special talent.
4. More (b) than (a): Learning physics requires more a special talent than a serious effort.
5. Mostly (b), rarely (a): Learning physics requires mostly a special talent and rarely a
serious effort (or mainly the former and hardly ever the latter).
VASS Structure
Scientific Dimensions
1 . Structure. Science is a coherent body of knowledge about patterns
in nature revealed by careful investigation
–– rather than a loose collection of directly perceived facts.
2 . Methodology. The methods of science are systematic and generic
–– rather than idiosyncratic and situation specific.
Mathematics is a tool used by scientists for describing and analyzing
ideas
–– rather than a source of factual knowledge.
Mathematical modeling for problem solving involves more
–– than selecting mathematical formulas for number crunching.
3 . Validity. Scientific knowledge is approximate, tentative, and
refutable
–– rather than exact, absolute and final.
VASS Structure
Cognitive Dimensions
4 . Learnability. Science is learnable by anyone willing to make the effort
–– not just by a few talented people.
Achievement depends more on personal effort
–– than on the influence of teacher or textbook.
5 . Reflective thinking. For meaningful understanding of science, one needs to:
(a) concentrate more on the systematic use of principles
–– than on memorizing facts;
(b) examine situations in many ways
–– instead of following a single approach from an authoritative source;
(c) look for discrepancies in one’s own knowledge
–– instead of just accumulating new information;
(d) reconstruct new subject knowledge in one’s own way
–– instead of memorizing it as given.
6 . Personal relevance. Science is relevant to everyone’s life;
–– it is not of exclusive concern to scientists.
Science should be studied more for personal benefit
–– than for fulfilling curriculum requirements.
Work in Progress (funded)
Develop DMCI and VADM



Research group: Klappholz (CS/SE), Henderson
(CS/SE), Almstrum (CS/SE/Computing Education),
Condly (Educational Psychology)
Four Advisory Board members, including one who
developed a CI in another field
Three additional DM Subject Matter Experts (Almstrum
and Henderson have recently taught and graded DM)
Begin studies to investigate questions


Choice of topics, sequencing and integration
Contribution of DM to desired CS/SE/IS skills
Ideas for DMCI Questions
(courtesy of Peter Henderson)
Basic Set Notation This question deals with
understanding basic set notation, associated
concepts and the empty set.
Let S be any well defined set and { } be the set
containing no elements. Which of the following
statements is always true?




{}
{}
{}
{}

⊆
⊂
=
S
S
S
{{}}
Ideas for DMCI Questions (cont.)
Comment:


An open book, open notes final for a Foundations of Computing II
course included a similar question where students could select
more than one answer
Of the 11 students in the class


2 gave the right answer, (b) only
For the incorrect answers





7 of 11 selected (a)
6 of 11 selected (c)
1 of 11 selected (d)
These results demonstrate misconceptions
That students were rusty was not surprising since sets were
covered in the prerequisite course Foundations of Computing I.
Sample DMCI Questions (cont.)
Logical Implication Students often struggle with the meaning of
logical implication.
A teacher said to a student, “If you receive an A on the final exam,
then you will pass the course.” The student did not pass the course.
Which of the following conclusions are valid?
A.
The student received an A on the final exam.
B.
The student did not receive an A on the final exam.
C.
The student flunked the final exam.
D.
If the student passed the course, then he or she received an A on
the final exam.
E.
None of these conclusions is valid.
Future Work
Develop instruments to study early core
CS/SE/IS topic areas (see CC 2001):

three or more CIs for




Algorithmic thinking (AT)
Programming fundamentals (PF)
Computing environment (CE)
Three or more VA’s
A series of larger research studies, using the full
suite of CI and VA instruments (i.e. for DM, AT,
PF, and CE)