17 Quotes from Articles Comparing Generative AI to the Use of Calculators in Classrooms

Is this moment more like the invention of the calculator, saving me from the tedium of long division, or more like the invention of the player piano, robbing us of what can be communicated only through human emotion? – The Atlantic

There's a natural progression. New tools like the calculator, like Grammarly and editing tools that came out a number of years ago that made all of our writing better, including mine, right? Those are things that are just going to keep on coming. And, we can't stop them from coming, but it's up to us to decide how to integrate them appropriately. – ABC News

As math professors once had to adjust their math teaching in the presence of calculators, writing instructors may need to adjust their teaching in the presence of AI tools. “It would be like micromanaging the use of calculators in in a math class,” Underwood said. “If you’re doing that, it’s a sign that you’re not you’re not taking the opportunity to teach them more advanced math that would actually help them.” – Inside Higher Ed

The question before us is how we can productively use ChatGPT to help our students become knowledge transformers?  A writer, a teacher, and an education professor all suggest an analogy from the calculator and math to ChatGPT and writing. In the same way that calculators became an important tool for students in math classes, ChatGPT has potential to become an important tool for writers who want to hone their critical thinking skills along with their communication skills. – Brookings

Much as Google devalued the steel-trap memory, electronic calculators speeded up complex calculations, Wikipedia displaced the printed encyclopedia and online databases diminished the importance of a vast physical library, so, too, platforms like ChatGPT will profoundly alter the most prized skills. According to Chamorro-Premuzic, the skills that will be most in demand will be the ability to: Know what questions to ask. – Inside Higher Ed

It reminds him of what his mother, a high-school math teacher, went through when graphing calculators were introduced. The initial reaction was to ban them; the right answer, he says, was to embrace and use them to enhance learning. “It was a multiyear process with a lot of trying and testing and evaluating and assessing.” Similarly, he anticipates a variety of approaches on his campus. – Chronicle of Higher Ed

Gibson, who has been teaching for 25 years, likened it to more familiar tech tools that enhance, not replace, learning and critical thinking. “I don’t know how to do it well yet, but I want AI chatbots to become like calculators for writing,” she says. Gibson’s view of ChatGPT as a teaching tool, not the perfect cheat, brings up a crucial point: ChatGPT is not intelligent in the way people are, despite its ability to spew humanlike text. It is a statistical machine that can sometimes regurgitate or create falsehoods and often needs guidance and further edits to get things right. – Wired

In the past, near-term prohibitions on slide rules, calculators, word processors, spellcheck, grammar check, internet search engines and digital texts have fared poorly. They focus on in-course tactics rather than on the shifting contexts of what students need to know and how they need to learn it. Reframing questions about AI writers will drive assignment designs and assessments that can minimize academic integrity concerns while promoting learning outcomes. – Inside Higher Ed

Judging from the reaction on TikTok, teachers on the app see ChatGPT as a tool to be treated the same way calculators and cell phones are used in class — as resources to help students succeed but not do the work for them. – Mashable

Professors wondered whether students would lean on the technology as a crutch. “Just as some feared that pocket calculators would cause schoolchildren to forget their multiplication tables, some professors worry that students will learn how to use graphical calculators without learning the concepts of mathematics,” The Chronicle reported in 1992. “[Students] know the information is a quick Google search away,” one professor wrote in a 2015  op-ed for The Chronicle encouraging professors to ban the use of calculators found on laptops and phones during exams. “What’s the point of memorizing it, they want to know.” Despite those fears, the use of calculators in math classrooms and the drum of keyboards in lecture halls are now commonplace. “The calculator changes the kinds of questions that you can ask students,” one professor told The Chronicle in 1992. “A lot of problems we used to assign were very artificial, so the numbers would come out nicely. Today we don’t need to worry about that so much. The problems aren’t harder, but they’re not as neat.” – Chronicle of Higher Ed

Every time a new technology is introduced, we find ourselves struggling with how it forces people to rethink the things they do. The best comparison, he said, is calculators, which, like ChatGPT, many found threatening to education. The worry, he explained, was about the possibility of calculators and statistical software eventually replacing mathematicians. – Grid 

The New York City Department of Education has banned ChatGPT in its schools, as has the University of Sciences Po, in Paris, citing concerns it may foster rampant plagiarism and undermine learning. Other professors openly encourage use of chatbots, comparing them to educational tools like a calculator, and argue teachers should adapt curriculums to the software. “Do you want to go to war with your students over AI tools?” said Ian Linkletter, who serves as emerging technology and open-education librarian at the British Columbia Institute of Technology. “Or do you want to give them clear guidance on what is and isn’t okay, and teach them how to use the tools in an ethical manner?” “There are lots of years when the pocket calculator was used for all math ever, and you walked into a classroom and you weren’t allowed to use it,” he said. “It took probably a generational switch for us to realize that’s unrealistic.” Educators must grapple with the concept of “what does it mean to test knowledge.” In this new age, he said, it will be hard to get students to stop using AI to write first drafts of essays, and professors must tailor curriculums in favor of other assignments, such as projects or interactive work. “Pedagogy is going to be different,” he said. “And fighting [AI], I think it’s a losing battle.” – Washington Post 

In an academic context, we should approach language models as engines for provisional reasoning — “calculators for words,” as British programmer Simon Willison calls them. Instead of assuming that the model already has an answer to every question in memory, this approach provides, in the prompt, any special assumptions or background knowledge the model will be expected to use. – Chronicle of Higher Ed

Once calculators became prevalent, elementary schools pivoted to translating real-world problems into math formulations rather than training for arithmetic speed. Once online search became widely available, colleges taught students how to properly cite online sources. Some have explored banning AI in education. That would be hard to enforce; it’s also unhealthy, as students will need to function in an AI-infused workplace upon graduation. – Chronicle of Higher Ed 

Every generation of students comes of age with new technology. From the calculator and the personal laptop to smartphones to Zoom, each has been initially met with angst about the disruption to traditional teaching. We fear foundational knowledge will be replaced by robotic inputs and outputs, or that personal interactions unmediated by screens will be eliminated. And so the new technology can seem an obstacle to the parts of the educational experience we love the most — the look when a student first grasps a difficult concept, the spark from an original idea during a brainstorming session, the give-and-take of a classroom debate. – Chronicle of Higher Ed

Practically speaking, I’m treating GPT like a calculator: Most of us used calculators in math class and still didn’t get perfect grades. After discovering my first ChatGPT essay, I decided that going forward, students can use generative A.I. on assignments, so long as they disclose how and why. I’m hoping this will lead to less banging my head against the kitchen table–and, at its best, be its own kind of lesson. – Slate

As academe adjusts to a world with ChatGPT, faculty will need to find fresh ways to assess students’ writing.The same was true when calculators first began to appear in math classrooms, and professors adapted the exams. “Academic integrity is about being honest about the way you did your work.” Spell checkers, David Rettinger, president emeritus at the International Center for Academic Integrity, pointed out, are a prime example of artificial intelligence that may have been controversial at first, but are now used routinely without a second thought to produce papers. – Chronicle of Higher Ed

Just as calculators and the internet once upended teaching and learning, generative AI represents “a new, major disruption,” says Mike Prizament, senior product marketing manager at Adobe. “It’s also an opportunity to tackle the main challenges in higher education.” – EdTech

12 Articles on Cheating with AI & AI Detectors

The Trouble With AI Writing Detection – Inside Higher Ed

College application season is here. So is the struggle to find out if AI wrote students’ essays – Cal Matters 

If using ChatGPT to write essays becomes widespread, those students who elect not to use it, who prefer to do the work themselves, may suffer a penalty for doing so. – Chronicle of Higher Ed

Results of a new survey flip the early narrative on ChatGPT—that students would rush to use it to cheat on assignments and that teachers would scramble to keep up—on its head. Half of students, ages 12-18, said they have never used ChatGPT. – Ed Week

OpenAI debates when to release its AI-generated image detector – Tech Crunch

Universities Rethink Using AI Writing Detectors to Vet Students’ Work – Bloomberg 

Identifying AI’s flaws motivates students and helps them build confidence, which can discourage cheating. Pointing out where it still really messes up is very powerful for empowering students to see their own strengths as human thinkers. – Chronicle of Higher Ed

Students cheat out of desperation so one professor will give multi-level assignments that force students to submit papers at various stages to keep track of their progress. – Yahoo News

The AI Detection Arms Race Is On And college students are developing the weapons, quickly building tools that identify AI-generated text—and tools to evade detection. – Wired

Simply leaving it up to students to decide whether they’re going to do the work, without further comment or intervention or negative sanction from me, is a failure of pedagogy. – Chronicle of Higher Ed

AI detectors have low efficiency, and simple modifications can allow even the most robust detectors to be easily bypassed. – Science Direct 

Suspicion, Cheating & Bans: AN Hits America's Schools (podcast) – New York Times

Status quo Bias

Should you stay or should you go? Status quo bias is our tendency to, when presented with a choice, prefer the current scenario as opposed to making a change. You can account for this natural bias by reversing the situation and the direction of change.

Status quo bias stems from a variety of human tendencies. A natural fear of change, our preference for familiarity, and laziness, all contribute. It's not our friend, either: Status quo bias contributes to many poorly thought decisions (like our tendency to overspend on big purchases).

Consider this: would you take a $13,000 wage increase to relocate to another city? Most people would say no. Yet consider the opposite: If you were living in another city, would you take a $13,000 wage decrease to move back to this one?

You can apply this reversal heuristic to smaller decisions, too. For example, instead of wondering whether you should spend a dollar for a chocolate bar, you could ask yourself whether you'd be willing to receive a dollar for skipping a chocolate bar for the day.

This quick reversal is a simpler version of the Reversal Test, a mental tool philosophers use to account for status quo bias.

Herbert Lui writing in LifeHacker

Problems are Signals

Americans in general have always admired growth. We admire the fastest growing companies and the cities that grew the most in the past decade. Magazines list the national economics that are growing the fastest. Bigger is better and bigger-faster is better still.

There is another kind of growth, which is much harder to measure. Its goal is not an increase in size (or intelligence or sophistication or experience or skill), but simply ripening. We overcome the barrier to growth as development when we are able to view our problems as signals that it is time to let go of the way in which we have been seeing and doing things and initiate a developmental transition.

The barriers to this kind of growth are overcome whenever we stop viewing our flaws and problems as things to be solved or removed and start viewing them as signals. What the problems are, really, are old solutions that have outlived their usefulness. From that point of view, whenever we do away with a problem instead of listening to its message, we trigger a string of events that lands us in trouble.

William Bridges, The Way of Transitions

The Bitter Lesson

There’s a famous essay in the field of machine learning known as “The Bitter Lesson,” which notes that decades of research prove that the best way to improve AI systems is not by trying to engineer intelligence but by simply throwing more computer power and data at the problem. The lesson is bitter because it shows that machine scale beats human curation. And the same might be true of the web. Read more at The Verge

The Tonic

Unselfish love for others is a tonic to the soul. At this very moment, someone needs you to care for him. Without you, his life may be incomplete. It could be a member of your family; possibly it is your neighbor or the person with whom you work. You see, you really do not have time to indulge in self-pity because of your past failures; already too many are stuck in the mud of self-pity, and they need you to lift them out of despair.  

Larry Kennedy, Down With Anxiety

It’s All in the Attitude

Several years ago on an extremely hot day, a crew of men were working on the road bed of the railroad when they were interrupted by a slow moving train. The train ground to a stop and a window in the last car – which incidentally was custom make and air conditioned – was raised. A booming, friendly voice called out, “Dave, is that you?” Dave Anderson, the crew chief called back, “Sure is, Jim, and it’s really good to see you.” With that pleasant exchange, Dave Anderson was invited to join Jim Murphy, the president of the railroad, for a visit. For over an hour the men exchanged pleasantries and then shook hands warmly as the train pulled out.

Dave Anderson’s crew immediately surrounded him and to a man expressed astonishment that he knew Jim Murphy, the president of the railroad as a personal friend. Dave then explained that over 20 years earlier he and Jim Murphy had started to work for the railroad on the same day. One of the men, half-jokingly and half seriously asked Dave why he was still working out in the hot sun and Jim Murphy had gotten to be president. Rather wistfully, Dave explained, “twenty-three years ago I went to work for $1.75 an hour and Jim Murphy went to work for the railroad.”

Zig Ziglar, See You at the Top

We’re All Lousy Self-Evaluators

A stranger walks into a room and sits down behind a table. He picks up a piece of paper and read aloud a generic-sounding weather report. He completes his “report” in about 90 seconds and walks out of the room.

Next, you’re asked to guess his IQ.

You’re part of a psychological experiment, and you object to the absurdity of the request. I don’t know anything about that guy. He just came into a room and read a report. It wasn’t even his report- you gave it to him to read! How am I supposed to know his IQ?

Reluctantly, you make a wild guess. Separately, Fake Weatherman is asked to guess his own IQ. Who made a better guess?

Amazingly, you did, even though you know nothing about Fake Weatherman. Two (German) psychologists … conducted this experiment, and they found that the strangers’ IQ predictions were better than the predictions of those whose IQ was being predicted- about 66 percent more accurate.

To be clear, it’s not so much that you’re a brilliant predictor; it’s that he’s a lousy self-evaluator. We’re all lousy self-evaluators. College students do a superior job predicting the longevity of their roommates’ romantic relationships than their own.

Savor, for a moment, the preposterousness of these findings. Fake Weatherman has all the information, and you’ve got none. He’s got decades of data- year’s worth of grades, college entrance exams cores, job evaluations, and more. Fake Weatherman should be the worlds foremost expert on Fake Weatherman!

Chip & Dan Heath, Switch

10 Quotes Worth Reading about the Future of AI

Within five years everyone would have access to an AI personal assistant. He referred to this function as a personal chief-of-staff. In this vision, everybody will have access to an AI that knows you, is super smart, and understands your personal history. -Venture Beat 

Some experts in generative AI predict that as much as 90% of content on the internet could be artificially generated within a few years. -Bloomberg

Currently, most AI falls under narrow or specialized intelligence — good at one thing but pretty useless otherwise. However, we’re inching closer to Artificial General Intelligence (AGI), where machines can understand, learn, and apply knowledge across different domains. -Christophe Atten writing in Medium

It is certainly the case that many new technologies have led to bad outcomes – often the same technologies that have been otherwise enormously beneficial to our welfare. So it’s not that the mere existence of a moral panic means there is nothing to be concerned about.  But a moral panic is by its very nature irrational – it takes what may be a legitimate concern and inflates it into a level of hysteria that ironically makes it harder to confront actually serious concerns.  And wow do we have a full-blown moral panic about AI right now. -Marc Andreesen writing in a16z

All of the software we’ve ever used was engineered to work backward from an outcome. Its creators wanted to help you find a webpage or play a game or operate a laptop. Perhaps you’ve noticed that the major AI chatbots arrived with almost no user documentation or instructions. A lump of clay doesn’t come with instructions either. That’s what makes this moment unique — and so worthy of species-level #1 foam-finger pride. We humans have created a tool for potentially infinite tasks. Its imperfections are ours to solve — and its powers still ours to shape. -Washington Post 

“AI may cause a new Renaissance, perhaps a new phase of the Enlightenment,” Yann LeCun, one of the godfathers of modern artificial intelligence, suggested earlier this year. AI can already make some existing scientific processes faster and more efficient, but can it do more, by transforming the way science itself is done? Such transformations have happened before. -The Economist

DeepMind’s cofounder says generative AI is just a phase. What’s next is interactive AI: bots that can carry out tasks you set for them by calling on other software and other people to get stuff done. “Technology is going to be animated. It’s going to have the potential freedom, if you give it, to take actions. It’s truly a step change in the history of our species that we’re creating tools that have this kind of, you know, agency.” -MIT Tech Review

What If the Robots Were Very Nice While They Took Over the World? First it was chess and Go. Now AI can beat us at Diplomacy, the most human of board games. The way it wins offers hope that maybe AI will be a delight. -Wired

People need to develop “rugged flexibility,” to manage change most effectively. In other words, people need to learn how to be strong and hold on to what is most useful but also to bend and adapt to change by embracing what is new. -Venture Beat

Imagine if your brain got 10 times smarter every year over the past decade, and you were on pace for more 10x compounding increases in intelligence over at least the next five. Throw in precise recall of everything you’ve ever learned and the ability to synthesize all those materials instantly in any language. You wouldn’t be just the smartest person to have ever lived — you’d be all the smartest people to have ever lived. (Though not the wisest.) That’s a plausible trajectory of the largest AI models. -Washington Post 

We seem to be in what I can only call an “AI lull.” The initial excitement about ChatGPT, which started in January, has receded. Do not be deceived. While the hype and marketing may have died down, at least on the retail side, the AI revolution will continue. -Bloomberg

What Overinvolved parenting does to Kids

When parents have tended to do the stuff of life for kids—the waking up, the transporting, the reminding about deadlines and obligations, the bill-paying, the question-asking, the decision-making, the responsibility-taking, the talking to strangers, and the confronting of authorities, kids may be in for quite a shock when parents turn them loose in the world of college or work. They will experience setbacks, which will feel to them like failure. Lurking beneath the problem of whatever thing needs to be handled is the student’s inability to differentiate the self from the parent.

When seemingly perfectly healthy but overparented kids get to college and have trouble coping with the various new situations they might encounter—a roommate who has a different sense of “clean,” a professor who wants a revision to the paper but won’t say specifically what is “wrong,” a friend who isn’t being so friendly anymore, a choice between doing a summer seminar or service project but not both—they can have real difficulty knowing how to handle the disagreement, the uncertainty, the hurt feelings, or the decision-making process. This inability to cope—to sit with some discomfort, think about options, talk it through with someone, make a decision—can become a problem unto itself.

Julie Lythcott-Haims, How to Raise an Adult: Break Free of the Overparenting Trap and Prepare Your Kid for Success