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Record W7115902939 · doi:10.1108/dl-09-2004-0012

It’s Not the Technology

2004· article· en· W7115902939 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDistance Learning · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicOnline and Blended Learning
Canadian institutionsnot available
Fundersnot available
KeywordsDistance educationMistakeSurpriseReading (process)CurriculumColumn (typography)Educational technologyTechnology education

Abstract

fetched live from OpenAlex

What is it about technology that causes distance educators to make poor decisions? Do we get so excited about the latest and greatest application that we forget about design and pedagogy? Or, are we still on that tired mission to find the “killer app” in the form of technology for distance learning—the one that will make learning better?How we select appropriate technology to deliver education and training has always intrigued me. As I thought about my column for this issue, I thought I would revisit an article I cowrote in 1994 titled,“Motion vs. Non-Motion Curricula in Distance Education: Technology Selection Reconsidered.” That article addressed the mistake of selecting a particular technology to deliver instruction simply for the sake of the technology, as opposed to selecting appropriate technology based on the content being delivered.I’ll admit I hadn’t read this article since it was accepted for publication in the Canadian Journal of Educational Communication (volume 24, number 2), yet I have always felt it was a timeless piece. Imagine my surprise when, upon reading it 10 years later, I came upon these words: “Most distance education providers agree that the ideal distance learning classroom is one that is completely live two-way video and audio delivered via fiber optic technology, with a small number of students.”We said that? As my kids would say, LOL! Here we were writing an article about how to select appropriate technology for distance learning (or so we thought), and this statement appears on the first page. I suppose this makes my current column even more important. In 1994, we (as distance educators) were high on live two-way videoconferencing as the ideal technology. I am not by any means knocking ITV. I think it is an excellent delivery system, and I’m sure my colleagues at Tandberg, Polycom, and VTel would heartily agree. But, so is the telephone, fax machine, satellite, printed paper, videotapes, and of course, the Internet! We thought we were writing a ground-breaking article but fell into the same old trap while we were writing. It’s not the technology.So now that I have aged and somewhat shamed myself (and my coauthors), let me go back to the real reason behind the writing of that article and why it’s still important today.Our article categorized instructional content into two categories: motion and nonmotion. This is how we defined the categories: “A course contains motion curriculum if the instruction requires motion in its presentation to the student. In other words, if motion is a mandatory part of the delivery in order for the student to understand the con-cept(s) being presented.. On the other hand, non-motion curricula are those that can be taught without motion in the delivery.”Within the article, we provided a means by which to select appropriate technology based on whether or not motion was required in the instructional delivery. We emphasized a focus on content and learning outcomes first, and delivery method second. Let the content drive the technology decisions, not the other way around. And yet, today—just as it was 10 years ago— we find ourselves talking the talk but not walking the walk.Using the Web to deliver instruction has taken over. This is not necessarily a bad thing. As far as electronic delivery, the vast majority of learners can now access the Internet from home, work, school, or a library. But just as distance educators earlier adopted microwave, satellite, videotape, and interactive videoconferencing, we’ve done the same thing with the Internet. Throw streaming media into the mix and you can get some in our profession so excited they can’t wait to develop their next course as a completely streamed series of lectures over the Internet! Bleah!If we are going to retain the high quality of distance education, we have to focus on the quality of the instruction, not how it’s delivered. The delivery is important, and there are many factors that will influence decisions, but the content must be the driver in the process. Even if a course is developed completely for online delivery, the selection of appropriate technology still applies within. We are a creative profession. We shouldn’t be taking the easy way out by just picking a technology (1) because we already own it, (2) we already know how to apply it, or (3) because it’s the new “thing.” Having a choice is what distance learning is based on—why not extend that to development?It’s not the technology, it’s the content. Sorry, my vendor colleagues. We do need all of the technologies you offer, but we must let the content—not your products or services—drive our decisions.To summarize the issue, here is what my brilliant communication manager, Jennifer Rees, had to say:Couldn’t have said it better myself. Wish I had, though. ©

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.966
Threshold uncertainty score0.916

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.015
GPT teacher head0.311
Teacher spread0.297 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it