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www.newsindiatimes.com – that’s all you need to know Disclaimer:The views and opinions expressed on this page are those of the authors and Parikh Worldwide Media does not officially endorse, and is not responsible or liable for them. - Continued On Page 5 Opinion News India Times (August 23, 2025 - August 29, 2025) August 29, 2025 4 It’s Happening: People Are Starting To Talk Like ChatGPT I f you use ChatGPT, Claude, Gemini or another artificial-intelligence-powered chatbot, you’re prob- ably operating under the assumption that you’re both speaking the same language. You input English, it outputs English. Simple, right? Except that’s a misconcep- tion: You’ve actually been speaking different languages. Rather than processing text like a human, the chat- bot turns your prompt into an embedding - a group of numbers represented in a “vector space,” kind of like coordinates on a map. But just as a map is a flattened rep- resentation of its territory, this embedding is a flattened representation of language; some amount of human variation and context is necessarily lost. Next, the chatbot formulates a reply, making a word- by-word prediction based on how it was trained to answer past inputs. This prediction draws on biased training data (the specific texts it learns from) and biased reinforcement learning (the feedback it receives). Ulti- mately, what looks like English to you is really a simula- crum of actual human speech. The unnerving thing is that now, with hundreds of mil- lions of people regularly engaging with chatbots, English- speaking humans are starting to talk like the inhuman communicator on the other side. For example, ChatGPT uses the word “delve” at higher rates than people generally use when writing or speak- ing English. As Florida State University researchers Tom S. Juzek and Zina B. Ward have found, this likely results from small biases and errors in the human feedback pro- cess compounding over time. Employees of AI companies checking over large language model (LLM) outputs are often low-wage workers from countries such as Nigeria and Kenya, where “delve” is used at higher rates than in American or British English. Slight lexical overrepresentations may thus have been reinforced into the model - sometimes even more frequently than in the workers’ own usage. Because of the By Adam Aleksic The Boom In American-Born Employees Isn’t Real S omething remarkable has been going on lately with the population estimates maintained by the US Bureau of Labor Statistics. They show a decline of 1.9 million in the foreign-born working-age population in the US (defined here as ages 16 through 64) since March and an increase of 3.3 million in the native-born working-age population since December. The foreign-born working-age population may well be shrinking. The flow of illegal immigration across the Mexican border slowed sharply last year and has ground almost to a halt this year, and since January the Trump administration has been narrowing legal immi- gration channels, canceling temporary legal immigra- tion programs and increasing the pace of deportations for those here illegally. It’s extremely unlikely that 1.9 million people ages 16 through 64 have left the country since March, but the direction at least could be correct. Such an increase in the native-born working-age population, on the other hand, is impossible. Changes in that population are quite easy to predict, given that we know how many people were born in the US 16 to 64 years ago and how many have died since – and, while there admittedly aren’t great recent statistics on this, the number of native-born Americans who leave the country permanently is most likely small. Just going by births, the 16-to-64 US population is due for six consecutive years of declines from this year through 2030. All this is context for understanding the 2.5 million job increase in native-born employment since December that the BLS is also reporting. Given that it came after a year of foreign-born workers seemingly driving all US employment gains, it is understandably being greeted by Trump administration officials (and would-be Trump BLS chief E.J. Antoni) as evidence of a remarkable turnaround wrought by Trump’s economic policies. As you can prob- ably already tell from the population data I’ve cited, it’s not that. But what is it, exactly? The big changes in population and employment are artifacts of how the BLS estimates population for the purposes of calculating the labor-force statistics it derives from the Census Bureau’s monthly Current Population Survey, the so-called household survey. The priority is generating accurate percentage indicators such as the unemployment rate, labor-force participation rate and employment-population ratio, not reliable time series of the levels of employment or population. The establishment survey – aka Current Employment Statistics – that is the other contributor to the monthly BLS employment report is aimed at generating accurate estimates of the level of nonfarm payroll employment and is revised repeatedly as late responses come in and then a backup set of statistics based on state unemploy- ment insurance records is released. A big downward revision in past months’ payroll jobs totals in the employ- ment report released early this month led Trump to fire the director of the BLS and nominate Antoni, a Heritage Foundation economist with a reputation for sloppy, parti- san work, as the agency’s new chief. The employment indicators from the household survey aren’t subsequently revised, but every January the BLS does adjust its population numbers to align them with the latest population estimates from the Census Bureau. This December, the Census Bureau revised its na- tional population estimates upward to better reflect the big wave in immigration frommid-2021 to mid-2024, es- timating net immigration of 2.8 million people frommid- 2023 to mid-2024, and increasing its estimate of 2021- 2023 net immigration from 2.1 million to 4 million. This and other changes in the 2024 population estimates led the BLS to report a 3 million increase from December to January in the 16-and-older civilian, noninstitutional US population, with the gains split roughly evenly between native-born and foreign-born. Again, this wasn’t because anybody at BLS thought the US 16-and-older population actually grew that much from December to January, just that the new population estimates were higher than the previous ones, and it doesn’t revise earlier estimates. (For a more detailed explanation, I recommend this piece by Jed Kolko, who as undersecretary of commerce for economic affairs in the Biden administration oversaw the Census Bureau.) The Census Bureau also makes forward-looking monthly population estimates once a year based on anticipated deaths, 16th birthdays and immigration trends, which the BLS uses to produce its monthly population totals until the next annual update. The monthly BLS estimates of changes in the native-born and foreign-born population and workforce, though, are based on what people say in the monthly house- hold surveys. Since Donald Trump became president, foreign-born residents of the US appear to have be- come much less likely to respond to the surveys or tell survey takers they weren’t born in the US. Because the overall monthly population numbers are on autopilot, this has resulted in declining foreign-born population and employment numbers and increasing native-born numbers. If native-born workers were in fact making big em- ployment gains now, these would show up in their ratio of employment to population, which is best measured for so-called prime-age workers 25 to 54 so as not to be skewed by the aging of the population. Prime-age employment-to-population numbers for native- and foreign-born workers are not available in seasonally adjusted form and thus jump around a lot frommonth to month, so I’ve taken annual averages, which indicate that both native-born and foreign-born employment rates are flat and possibly beginning to trend downward. President Trump’s immigration crackdown is to some extent based on the theory that it will improve job pros- pects for native-born workers by removing foreign-born competitors. Because immigration is the only possible source of growth in the US working-age population for the rest of this decade, though, stopping or reversing its flow will also make it hard to achieve much of any economic growth. So far, in any case, the net result for native-born workers appears to be no improvement at all. – – – This column reflects the personal views of the author and does not necessarily reflect the opinion of the edito- rial board or Bloomberg LP and its owners. Justin Fox is a Bloomberg Opinion columnist covering business, eco- nomics and other topics involving charts. A former editorial director of the Harvard Business Review, he is author of “The Myth of the Rational Market.” - Bloomberg By Justin Fox PHOTO:LinkedIn PHOTO:REUTERS/Yuri Avila/File Photo San Francisco residents photograph a group of protesters during a demon- stration as part of a nationwide series of protests against the mass firings of employees in a campaign by President Donald Trump and his adviser Elon Musk to radically cut back the U.S. bureaucracy, at Fort Mason Park in San Francisco, California, U.S. March 1, 2025.