Deep Learning for a Digital Age
Weigel, Van B. (2002). Deep learning for a digital
age: Technology’s untapped potential to enrich higher
education. San Francisco: Jossey-Bass.
PREFACE
This
book:
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Argues that in order for technology to be used in
higher education, it should “…enrich and extend the
student’s exploration of new territory”. |
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Argues for “depth learning”, which involves both a
decentralized, “bricks and clicks (blended) approach
to learning and the use of “knowledge rooms”
(collaborative virtual spaces). |
The
Internet is unique in that, unlike most new
technologies, it has the potential of improving both
quality and accessibility (“richness and reach”).
Unfortunately, most institutions are concentrating
solely on the “reach” side of the equation.
CHAPTER 1: BEYOND THE VIRTUAL CLASSROOM
Elearning should be viewed with the same healthy
skepticism as that directed at dotcoms “post-meltdown”.
While distance education has improved educational reach,
it so far has failed to do much in the way of “bringing
depth and dimensionality” to learning. It also largely
lacks passion---the ability to make you fall in love
with a subject.
Deep
Learning and the Construction of Knowledge
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Deep learning is constructivist in nature, owing to
persons like Dewey, Piaget, and Vgotsky. We don’t
absorb knowledge, we construct it.
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Learning means actively searching for new knowledge. |
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Constructivism involves healthy doses of play |
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Knowledge constructions called schemas are the
building blocks of constructivism. |
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Assimilation is the process of incorporating new
knowledge into existing knowledge structures;
accommodation is the process of changing knowledge
structures to coincide with new information. |
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Vgotsky’s zone of proximal development refers to the
meeting between a learner’s own spontaneous concepts
vs. more formal scientific concepts. It emphasizes
the social advantages of collaboration with more able
peers. |
Defining Deep Learning
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Def.: learning that promotes the development of
conditionalized knowledge and metacognition through
communities of inquiry. |
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Conditionalized knowledge: knowledge that specifies
the contexts in which it can be useful. |
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Metacognition: ”thinking about thinking”; i.e.,
monitoring and reflecting on one’s level of
understanding. |
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Communities of Inquiry: intersecting communities of
practice (i.e., groups of individuals who organize
themselves around topics of interest). |
Cognitive Apprenticeship
Seely-Brown, Collins, & Duguid (1989) noted that the
process of learning to think is akin to that by which
artisans learn to use a tool. The notion of “cognitive
apprecticeship” argues in favor of teaching thinking via
a modified form of the apprenticeship model.
Six
Teaching Methods that Facilitate Cognitive
Apprenticeship
1)
Modeling: the teacher “puts his/her mind on display”
2)
Coaching: teachers observe students in the performance
of a task, offering feedback
3)
Scaffolding: helping a student complete a task slightly
more difficult than the student is capable of completing
on his/her own.
4)
Articulating: drawing students out verbally, helping to
convert tacit knowledge to explicit knowledge
5)
Reflecting: debriefing, replaying and discussion after
an activity
6)
Exploring: students tackle new areas on their own
Deep
Learning and Intellectual Curiosity
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Curiosity is a skill learned through observation and
practice---i.e., one learns to be curious by being in
the company of the curious. |
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Lectures (including PowerPoint presentations) rarely
spur curiosity. |
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Often, students can get away with cheating (e.g.,
buying a term paper off the Internet) because their
assignments are so unimaginative. |
Deep
Learning and Embedded Assessment
Assessment that focuses on summative assessment denies
students meaningful opportunities for challenge and
growth.
Tips:
1)
Embedded evaluation should be given and received in a
gracious manner (sometimes no easy task!).
2)
Assessment should have both public and private
dimensions.
3)
Neither individual nor group evaluations should be
anonymous.
The
Shortcomings of Standard Assessment
Though distance education is well poised to lead the way
in development of project-based assessment tools, it
heretofore has emphasized standard assessment tools.
Transforming the Classroom Into Knowledge Rooms
A
knowledge room is a virtual collaboration space where
students gather for:
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Research projects |
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Skill development |
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Seminar discussions |
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Formal debates |
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Creative expression |
Knowledge Rooms are
designed to supplement, not supplant, the classroom.
Five Types of Knowledge Rooms
The
author discusses five types of knowledge rooms:
1)
Research Center: each built around a specific
course-related problem. Each is designed for 3-6
students. Students are assigned project leadership on a
rotating basis. A resource library can be included in
the research center.
2)
Skill Workplace: Includes an Office (which houses the
resources necessary for that skill) and Exercise Rooms
(places to practice the skill). Includes help desk
access and may include a Skill Gallery for exceptional
work.
3)
Conference Center: includes a suite of Seminar rooms,
each devoted to a specific topic. Each seminar room
features a content centerpiece to focus discussion and
stimulate critiques and reflection (this keeps seminar
rooms from degenerating into stream-of-consciousness
responses). Because these are archived, the best
snippets can be used for intergenerational learning.
4)
Debate Hall: virtual space for aynchronous debates. Like
traditional debates, each is structured around a
proposition and features rounds by affirmative and
negative teams.
5)
Portfolio Gallery: exhibits student work and solicits
reviews from classmates.
Software for knowledge spaces: Lotus QuickPlace ($17 per
academic user), Groove (free).
The
author thinks that the behaviorist approach of breaking
skills into individual components has been harmful in
that the pieces are rarely combined for actual skill
practice.
Depth Education: A “Bricks-and-Clicks” Model
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It’s not “all-or-none”---you can implement one or two
learning rooms in a conventional class and build from
there. |
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Despite technology investments, blended classes can
save money through savings in facilities costs. |
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Successful Internet retailers like Amazon.com can be
studied as models of bricks-and-clicks. |
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Emerging literatures in both corporate and academic
arenas are concluding that blended learning is best. |
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Case study: The Wharton School of Business’s “webCafe”. |
Discovery, Discernment, and the Classroom
Two
things are difficult to replicate in distance education:
1)
The
teacher’s passion for his/her subject and for
intellectual inquiry
2)
The
unique “chemistry” of each class.
The Academy and Technological Resistance
For
depth education to succeed, there must be a spirit of
experimentation in the classroom. However, academies of
higher education are the longest-lasting and most
traditional of institutions, and some initial forays
into new technologies that were fueled by vendor hype
ended badly. Some even liken academics’ resistance to
technology as akin to the medieval guilds’ resistance to
the technological developments that launched the
Industrial Revolution.
CHAPTER 2: THE COMMODITIZATION OF INSTRUCTION
“Information transactions” akin to monetary transactions
have become a common defining feature of learning.
Distance Education as Deus Ex Machina
The
stampede into online education has included vendors of
course management software like Blackboard and WebCT,
for-profit universities, and publishers, all of whom
promote distance education as a rescuer.
The
Case for Sobriety
However, after similar heady optimism, the dot com
“bust” of the early 2000s should serve as an object
lesson.
Commoditization as a Long-Term Trend
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Commoditization: the process whereby products or
services become so standardized that their attributes
are roughly the same. Commodities, because of their
standardization, come to be viewed along a simple
price dimension. |
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College and university education is becoming a
commodity, aided by a minimalist definition of what
constitutes “education” and the increasing use of
adjunct faculty to reduce the cost of instruction. |
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Full-time faculty have been largely silent about the
oppression of their part-time brethren, many of whom
“make less money than the people who clean the
classrooms they teach in”. |
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Effective teaching remains less valued than research,
so the smartest strategy for a teacher is to invest
oneself minimally in the classroom. It also leads
faculty to feel more kinship with international
colleagues in their disciplines than they do with
fellow teachers across the hall. |
Computer-Based Instruction and Commoditization
Some
of the initial fanfare surrounding the beginnings of
computers in the classroom regarded their ability to
supplement or even replace faculty. Instructional
design that emphasized small chunks of content followed
by tests promoted a “rote” view of education.
Technology and Creative Destruction
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Joseph Schumpeter (1942) explained “creative
destruction” as the process by which entrepreneurial
innovation in a capitalist system upsets the status
quo, thereby driving progress. |
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The Internet, by enabling us to reproduce unlimited
copies of content virtually for free, has devalued
content whose value was based upon scarcity. The
result? Content will be FREE, leaving educators
scrambling to justify their existence by value-added
services. Futurist Esther Dyson urges people to get
in the habit of acting as if proprietary content
were already free, thus focusing on ways to add
value to it by offering services. |
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The MIT course initiative is a harbinger of the
future---a huge effort to put all of MIT’s content on
the web, accessible for free. |
The
Trade-Off Between Richness and Reach
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Richness is quality, reach is the number of people who
can participate. The Internet “blows up” this
trade-off. Consider Amazon.com---twenty times more
books than the largest bookstore, while still
retaining some of the personalized service of a small
bookstore. Or look at Dell’s ability to build
thousands of personalized computers using only eight
days’ worth of inventory. |
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College and universities, unfortunately, have been
focusing almost exclusively on the “reach” side of the
equation both initially with huge lecture classes and
now through distance education. They are vulnerable
to commercial firms offering richer courses at lower
prices. |
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In
the past, colleges and universities have fended off
such “raiders” by exercising their monopoly on
accreditation and their ability to deny transfer
credit. They are losing both. |
The
Broadband Virtual Classroom
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Broadband will allow for greater richness. Multimedia
content and real-time surveying should help alleviate
high attrition in distance ed classes by more closely
replicating the “look and feel” of conventional
classroom while allowing for more interactivity. |
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When broadband reaches its potential, the
currently-successful “post-a-lecture” and
“host-a-discussion” forms of distance education will
be “left in the dust”. |
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Imagine the potential of broadband education for a
firm like Home Depot----thousands of step-by-step
“how-to” tutorials. When use of this technology by
commercial firms becomes common, people will demand
similar abilities from educational institutions. |
Mass-Produced Distance Education and Economies of Scale
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Let’s say a broadband class charges a tuition of
$100. If a thousand students take it, that’s
$100,000. Let’s give the star lecturer $20k and give
each of ten content experts $2k each ($20k total).
Then add in one TA for every 25 students (that’s 40,
paid $1k each for a total of $40k. We still have $20k
left, and infrastructure wouldn’t cost that much per
course. Raise tuition to $125, and overhead becomes
$45k. |
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Note that if the institution does a good job, then
students get the same quality of education regardless
of whether there are 20 students or 2,000. |
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Other services (e.g., books, access to an online
library, counseling, tutoring, technical assistance)
could either be rolled into the tuition or offered on
an a la carte basis. |
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It’s these economies of scale that WILL drive the
commoditization of education. |
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The best lecturers will become highly-paid
“superstars”, while those with less stellar lecture
skills will typically serve as content experts for
about 12 courses per term (yielding, in our example,
$48k per year for 10 months’ work). |
Free
College Degrees?
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Forget $100-$125 per course---tuition could eventually
become FREE. Here’s how: |
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A
bricks-and-mortar institution costs $150M and up. A
first-class web site could be built for $15M. Linkages
with e-commerce (i.e., ad revenue, brief consumer
surveys, shopping portals) could provide this money. |
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Educational services could be delivered in a
fully-digital format virtually for free. |
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Right now, e-commerce subsidies cannot cover the
$100-$125 cost per student per course. But if
competition drives this cost down to $50 or less, then
sooner or later someone will offer the courses totally
for free, and the resulting competition will rapidly
drive per-student costs down. “Zero-tuition” deals
will become bundled with other offerings (e.g., cable
TV and pay-per-view movies, equipment purchases). |
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This could even be accomplished without blatant
commercialism by being underwritten by corporations
who benefit from well-educated employees. |
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Zero-cost tuition will spur the development of
personal service industries surrounding education. So
in other words, if you can’t make money off of
tuition, you’ve got to make it from value-added
services. |
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The same kind of intense competition that has
characterized the purchase of goods over the Internet
will eventually come to higher education. This will
result in the rise of “comparative shopping” web sites
as well as “review” sites similar to epinions.com.
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Making Peace with Commercialization
Of
course, many will object to such commercialization. In
response, the author notes that commercialization of
higher education has already happened in that if a
degree was not commercially advantageous, few would
pursue it strictly for intellectual benefit. In other
words, almost all of our current students are there
because they think a degree will confer career and
monetary benefits.
The
End of Education as We Know It?
If
all this does come to pass, how will current educational
institutions compete? After all, current tuition at
private colleges averages over $16k per year. They
will have to become experts in value-added services.
Strategic Options for Higher Education
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Top-Tier institutions are likely to emerge unscathed,
as their prestigious brand names will continue to
justify higher prices. |
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About 75-150 second- or third-tier universities will
also profit via high-quality online course offerings
(most likely developed in conjunction with publishers
or third-party firms). These will grow into global
universities. Market shakeouts may reduce their
numbers to 30-50. |
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Everyone else will survive only if they can find a
niche for value-added services. |
Community Colleges
Community colleges are likely to profit under the new
system:
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They have been among the first to embrace new learning
technologies |
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Their relative lack of prestige means that they will
suffer less from the commoditization of instruction |
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Their use of knowledge rooms could enhance their
status and respectability. |
The
Saga of Britannica
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Britannica has been in existence over 200 years. |
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A
few years ago, a full set of bound Encyclopedia
Britannica encyclopedias cost about $1,600. |
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Competition from Microsoft Encarta and other CD-based
encyclopedias, which cost under $100, led Britannica
to offer online access to their resources for $2,000
per year. |
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Four years later, Britannica’s sales had declined 50%.
They offered subscriptions to home users for $129 per
year and a CD-version of the encyclopedia for $200. |
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By
late 1999, Britannica began giving an ad-sponsored
version of its product away on the Internet for FREE. |
Well, I hope that’s enough to give you the flavor of
this book. The second half of the book consists of:
CHAPTER 3: TRANSFORMING THE CLASSROOM INTO KNOWLEDGE
ROOMS
CHAPTER 4: NEW HORIZONS FOR HIGHER EDUCATION
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