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01 / 05
When the Mac “Ruined” Writing

Blog Post | Literacy

When the Mac “Ruined” Writing

When the Macintosh was Blamed for Ruining Student Writing

This article was originally published on Pessimists Archive.

Quills were once the default writing tool, when pens rose to prominence their impact on writing would be a hot debate in the literary world, one that would repeat when typewriters started to replace pens, and once more when word processors displaced typewriters.

A Macintosh computer next to an old computer system.

Just as people were coming to terms with word processors in the late 1970s and early 1980s, another evolution in writing tools took place, Apple introduced Macintosh: the first commercially available computer with a Graphical User Interface (GUI.) This new paradigm of computing would garner intrigue.

Newspaper from the New York Times 
showing a cartoon with the text "Electronic notebook" and "Computer programs that mimic a desk, even a messy one"

As these new devices made there way onto college campuses, some academics wondered how they might impact student work. At the University of Delaware, one member of the English Department (Marcia Peoples Halio) would conduct a study on the matter culminating in a 1990 paper titled “Student Writing: Can the Machine Maim the Message?”

Newspaper from the Pittsburg Press with the title "Students using IBMs do better than Apple users, study says"

Her conclusion? Students using a Macintosh produced inferior work compared to their counterparts on the austere command line (30% of Macintosh writers used complex sentences, whereas 50% of the IBM writers did.) Peoples Halio would quip in the paper: “Never before in 12 years of teaching had I seen such a sloppy bunch of papers” with regards to work created on the Macintosh.

An article from Rory J. O'Connor with the title "Do our students pen failure with colorful computers?"

The study would catch the attention of the San Jose Mercury News that would summarize her findings: “The same icons, mouse, fonts, and graphics that make the machine easy to use may well turn off the brain’s creative-writing abilities.” The story would be picked up by numerous outlets, a few international and eventually garnered a mention in The New York Times who noted in 1992 that no study had yet refuted her findings, also noting the criticism it garnered from other academics.

An article from Ex Machina by Peter H. Lewis titled "Computer words: Less perfect?" with a cartoon version of William Shakespeare writing on a personal computer.

The most popular critique was Halio’s methodology, namely the glaring absence of control groups. An Apple representative swiftly pointed out the studies flaws, Halio retorted, acknowledging some imperfections in her study, staunchly compared giving a Macintosh to an inexperienced writer to handing a brand-new sports car to a gleeful 16-year-old. The Los Angeles Times would admit “the idea that our minds are somehow warped by our word processors” was too compelling to ignore, but was generally critical of the study.

An article on Innovation by Michael Schrage titled "Quill or Computer? Makes No Difference"

Academic Steven Youra would publish a response to the paper the same year in ‘Computers and Composition’ where he would criticize the study’s inadequate design and flawed logic, criticizing Halio’s limited understanding of the Macintosh’s capabilities.

The authors central point is that students view the Macintosh as a toy, and therefore when they write with it, their language is less formal than that of IBM users, who associate their machine with high seriousness.

Steven Youra, “Computers and Student Writing: Maiming the Macintosh (A Response)”

He refuted the portrayal of Macintosh as fostering immature writing, emphasizing its potential to encourage playful, engaged writing experiences. In 1995, the same journal would publish a study that sought to address the studies flaws – producing results refuting Halio Pope’s findings.

The Chicago Tribune syndicated a column in 1991 co-written by a young Brit Hume, which concluded the debate was moot since GUIs would soon be everywhere, while noting the study likely suffered from sample bias because of the types of students who’d opt for a Macintosh in the first place (less academic more creative types.)

Article by T.R Reid and Brit Hume titled Scholar finds big gap between Mac, PC users", and another paper by John Marrs titled "Fancy Typewriters"

As we’re faced with new evolutions in writing tools – it is worth remembering this little debate and those that proceeded it, going all the way back to the original literary technology: writing itself.

Socrates critiquing writing:

If men learn this, it will implant forgetfulness in their souls. They will cease to exercise memory because they rely on that which is written, calling things to remembrance no longer from within themselves, but by means of external marks.

Plato quoting Socrates in the Phaedrus, 370 BCE

Blog Post | Science & Education

AI in the Classroom Can Make Higher Education Much More Accessible

For some school subjects, artificial intelligence can transform the landscape of tutoring accessibility.

Summary: ChatGPT4 has demonstrated superiority in various student exams, revealing its potential to support academic learning and improve educational outcomes, particularly in test preparation. With its accessibility and affordability compared to traditional tutoring services, AI tutoring can help address the increasing demand for academic support, especially as universities begin to reinstate standardized testing requirements.


In 2023, OpenAI shook the foundation of the education system by releasing ChatGPT4. The previous model of ChatGPT had already disrupted classrooms K–12 and beyond by offering a free academic tool capable of writing essays and answering exam questions. Teachers struggled with the idea that widely accessible artificial intelligence (AI) technology could meet the demands of most traditional classroom work and academic skills. GPT3.5 was far from perfect, though, and lacked creativity, nuance, and reliability. However, reports showed that GPT4 could score better than 90 percent of participants on the bar exam, LSAT, SAT reading and writing and math, and several Advanced Placement (AP) exams. This showed a significant improvement from GPT3.5, which struggled to score as well as 50 percent of participants.

This marked a major shift in the role of AI, from it being an easy way out of busy work to a tool that could improve your chances of getting into college. The US Department of Education published a report noting several areas where AI could support teacher instruction and student learning. Among the top examples was intelligent tutoring systems. Early models of these systems showed that an AI tutor could not only recognize when a student was right or wrong in a mathematical problem but also identify the steps a student took and guide them through an explanation of the process.

The role of tutoring in education has grown in significance as more and more high school students have gone to college. Private tutoring is now a booming industry. Often you can find tutors charging anywhere up to $80 for test preparation with no shortage of eager parents willing to pay for their services. Tutoring has been a go-to solution for students to improve their grades outside the classroom. But more importantly, it has been a solution to improve their chances of getting into college, with many private tutoring services focusing on AP and SAT exams. This connection between college admission success and private tutoring costs has been a problem for parents who cannot afford the costs.

ChatGPT4 is available for $20 a month. Although the program itself can be used to answer questions and provide academic support, dedicated education websites have begun incorporating AI tutors to help with test prep. Khan Academy provides free courses on AP content and SAT exams and offers an AI-powered tutor for these subjects at $4 a month. Duolingo, a popular language learning app that offers university-recognized language exams, offers Duolingo Max at $14 a month. These tutoring services are accessible at your fingertips at any time. There is no need to schedule video conferencing calls, do background checks on tutors, or pay extra costs. Quality individualized academic support is available at a moment’s notice.

The availability of AI tutoring services is occurring at a crucial moment in education. As students become accustomed to post-pandemic life, student achievement across the nation still has not returned to where it once was. Despite that, many universities have begun reversing test-optional policies that had allowed students to avoid taking standardized tests such as the SAT. The demand for tutoring has skyrocketed as many new high school seniors struggle to meet the old standards of college admissions. Many school tutoring programs have not been able to provide the support students need, and private tutoring costs are only increasing.

AI has the potential to provide cheap and effective tutoring for these exams while being easily accessible. A Harvard computer science course has been able to incorporate ChatGPT to great success, using it to provide continuous and customized technical support and allowing professors to focus more on pedagogy. As technology improves, students will have more support for academic pursuits, opening an easier path to higher education but also allowing students to more easily explore academic interests beyond rigid classroom instruction.

Blog Post | Science & Technology

AI Is a Great Equalizer That Will Change the World

A positive revolution from AI is already unfolding in the global East and South.

Summary: Concerns over potential negative impacts of AI have dominated headlines, particularly regarding its threat to employment. However, a closer examination reveals AI’s immense potential to revolutionize equal and high quality access to necessities such as education and healthcare, particularly in regions with limited access to resources. From India’s agricultural advancements to Kenya’s educational support, AI initiatives are already transforming lives and addressing societal needs.


The latest technology panic is over artificial intelligence (AI). The media is focused on the negatives of AI, making many assumptions about how AI will doom us all. One concern is that AI tools will replace workers and cause mass unemployment. This is likely overblown—although some jobs will be lost to AI, if history is any guide, new jobs will be created. Furthermore, AI’s ability to replace skilled labor is also one of its greatest potential benefits.

Think of all the regions of the world where children lack access to education, where schoolteachers are scarce and opportunities for adult learning are scant.

Think of the preventable diseases that are untreated due to a lack of information, the dearth of health care providers, and how many lives could be improved and saved by overcoming these challenges.

In many ways, AI will be a revolutionary equalizer for poorer countries where education and health care have historically faced many challenges. In fact, a positive revolution from AI is already unfolding in the global East and South.

Improving Equality through Education and Health Care

In India, agricultural technology startup Saagu Baagu is already improving lives. This initiative allows farmers to increase crop yield through AI-based solutions. A chatbot provides farmers with the information they need to farm more effectively (e.g., through mapping the maturity stages of their crops and testing soil so that AI can make recommendations on which fertilizers to use depending on the type of soil). Saagu Baagu has been successful in the trial region and is now being expanded. This AI initiative is likely to revolutionize agriculture globally.

Combining large language models with speech-recognition software is helping Indian farmers in other ways. For example, Indian global impact initiative Karya is working on helping rural Indians, who speak many different languages, to overcome language barriers. Karya is collecting data on tuberculosis, which is a mostly curable and preventable disease that kills roughly 200,000 Indians every year. By collecting voice recordings of 10 different dialects of Kannada, an AI speech model is being trained to communicate with local people. Tuberculosis carries much stigma in India, so people are often reluctant to ask for help. AI will allow Indians to reduce the spread of the disease and give them access to reliable information.

In Kenya, where students are leading in AI use, the technology is aiding the spread of information by allowing pupils to ask a chatbot questions about their homework.

Throughout the world, there are many challenges pertaining to health care, including increasing costs and staff shortages. As developed economies now have rapidly growing elderly populations and shrinking workforces, the problem is set to worsen. In Japan, AI is helping with the aging population issue, where a shortage of care workers is remedied by using robots to patrol care homes to monitor patients and alert care workers when something is wrong. These bots use AI to detect abnormalities, assist in infection countermeasures by disinfecting commonly touched places, provide conversation, and carry people from wheelchairs to beds and bathing areas, which means less physical exertion and fewer injuries for staff members.

In Brazil, researchers used AI models capable of predicting HER2 subtype breast cancer in imaging scans of 311 women and the patients’ response to treatment. In addition, AI can also help make health resource allocations more efficient and support tasks such as preparing for public health crises, such as pandemics. At the individual level, the use of this technology in wearables, such as smartwatches, can encourage patient adherence to treatments, help prevent illnesses, and collect data more frequently.

Biometric data gathered from wearable devices could also be a game-changer. This technology can detect cancers early, monitor infectious diseases and general health issues, and give patients more agency over their health where access to health care is limited or expensive.

Education and health care in the West could also benefit from AI. In the United States, text synthesis machines could help to address the lack of teachers in K–12 education and the inaccessibility of health care for low-income people.

Predicting the Future

AI is already playing a role in helping humanity tackle natural disasters (e.g., by predicting how many earthquake aftershocks will strike and their strength). These models, which have been trained on large data sets of seismic events, have been found to estimate the number of aftershocks better than conventional (non-AI) models do.

Forecasting models can also help to predict other natural disasters like severe storms, floods, hurricanes, and wildfires. Machine learning uses algorithms to reduce the time required to make forecasts and increase model accuracy, which again is superior to the non-AI models that are used for this purpose. These improvements could have a massive impact on people in poor countries, who currently lack access to reliable forecasts and tend to be employed in agriculture, which is highly dependent on the weather.

A Case for Optimism

Much of the fear regarding AI in the West concerns the rapid speed at which it is being implemented, but for many countries, this speed is a boon.

Take the mobile phone. In 2000, only 4 percent of people in developing countries had access to mobile phones. By 2015, 94 percent of the population had such access, including in sub-Saharan Africa.

The benefits were enormous, as billions gained access to online banking, educational opportunities, and more reliable communication. One study found that almost 1 in 10 Kenyan families living in extreme poverty were able to lift their incomes above the poverty line by using the banking app M-Pesa. In rural Peru, household consumption rose by 11 percent with access to phones, while extreme poverty fell 5.4 percent. Some 24 percent of people in developing countries now use the mobile internet for educational purposes, compared with only 12 percent in the richest countries. In lower-income countries, access to mobile phones and apps is life-changing.

AI, which only requires access to a mobile phone to use, is likely to spread even faster in the countries that need the technology the most.

This is what we should be talking about: not a technology panic but a technology revolution for greater equality in well-being.

Blog Post | Education & Literacy

How to Combat Gloom and Pessimism

Given the inhospitable world we have evolved in, humans have learned to prioritize the bad news.

Summary: Optimism flourishes more in rapidly growing countries, fueled by the promise of improvements in living standards, a phenomenon less evident in relatively developed nations like the US. Human nature, predisposed to focus on negative news, collides with media outlets’ profit-driven emphasis on sensationalism, perpetuating a cycle of pessimism. Understanding our negativity bias and learning probabilistic reasoning skills can help navigate the deluge of alarming headlines, while seeking out sources of positive news can provide a more balanced perspective.


Surveys show that optimism is highest in rapidly growing countries that are catching up with the developed world. High growth rates allow the citizens of those nations to experience massive year-on-year increases in standards of living – something that, in the absence of an AI-led revolution in productivity, is unlikely to occur in already developed countries. Slow and steady progress, such as the one currently underway in the United States, does not seem sufficient to inspire widespread optimism about the future.

The problem of incrementalism is compounded by the interaction between human nature and the media. Given the inhospitable world we have evolved in, humans have learned to prioritize the bad news. Consequently, the media has embraced the “if it bleeds, it leads” business model. Worse still, growing competition between television, newspapers, and websites has significantly increased negative content over time. The inclusion of an additional negative word in a headline, for example, leads to 2.3 percent more clicks, according to a recent study.

Unfortunately, most people are unaware of our innate negativity bias. It may be helpful to include the understanding of basic human psychology in high-school curricula. While we may not be able to purge the negativity bias from our brains, understanding how and why we react to a ceaseless barrage of terrifying headlines in certain ways may help us gain a proper perspective on the world around us.

Another way to get around the apocalyptic headlines and focus on the largely positive trendlines is to develop a more sophisticated understanding of statistical probabilities. While evidence suggests that humans have an innate capacity for probabilistic reasoning, the formal application of Bayesian inference – which is to say, adjustment of our beliefs or guesses about something as we learn more information – is a learned skill. Infants and untrained adults show abilities that align with Bayesian principles on a basic level, indicating an intuitive understanding of probability and uncertainty. However, the precise and formal application of Bayesian reasoning requires education, especially in complex scenarios.

Finally, humans can choose what kind of information to consume. Knowing that traditional media does not offer a realistic picture of the world, people can sign up for services – such as the Human Progress weekly newsletter – that collate the positive happenings ignored by mainstream media outlets.