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- š§ AI Productivity: Fact From Fiction
š§ AI Productivity: Fact From Fiction
PLUS: How AIās Lagging Promise May Expedite Its Enterprise Adoption

Welcome back AI prodigies!
In todayās Sunday Special:
šÆTheyāre an Easy Target
āļøRise of IT
šµIT and Profitability
š¤Self-Fulfilling Automation
šHealthy Skepticism
Read Time: 6 minutes
šKey Terms
Information Technology (IT): the use of computer systems to manage, process, protect, and exchange information for corporations of all industries and sizes.
Productivity Paradox: a phenomenon that occurs when organizations donāt see the expected productivity gains from investing in technology.
š©ŗ PULSE CHECK
Can AI salespeople alone fuel job loss?Vote Below to View Live Results |
šÆTHEYāRE AN EASY TARGET
Have you ever seen a billboard in the San Francisco Bay Area? Hereās a peek into the advertising landscape of technology billboards in Silicon Valley during 2015.
Currently, AI companies are spending millions of dollars on tailored campaigns targeting business leaders. These tailored campaigns promote the idea of chatbots or AI agents capable of replacing employees.
Based on their organizational restructuring decisions, business leaders believe you show up to work out of fear of the breadline. This belief is true enough to make them prime targets for Generative AI (GenAI) tool-peddling salespeople. Managers would love to cut operating expenses (e.g., fire employees) and replace them with AI agents. AI agents donāt unionize, they donāt backtalk orders, and they donāt experience any inconvenient moral injury when ordered to improve a product or service.
Every dollar you earn is a dollar that isnāt available for executive bonuses, stock buybacks, or dividends. Software is cheaper, and it doesnāt advocate for higher wages. That makes your boss such an easy mark for AI peddlers, which may explain the vast gap between the valuation of AI companies and the utility of AI to the customers who buy those companiesā products or services.
As an investor, buying shares in AI might represent a bet on the usefulness of AI, but for many of those investors, backing an AI company is indirectly a bet on an executiveās desire to replace you, or at least your least productive colleagues. Unfortunately, your bossās path to realizing the productivity gains promised by an AI salesman runs through you.
A new report from The Upwork Research Institute (TURI) demonstrates the gap between how bosses and workers think about AI:
96% of bosses expect that AI will make their workers more productive.
85% of companies either require or strongly encourage workers to use AI.
49% of workers have no idea how AI is supposed to increase their productivity.
77% of workers say using AI decreases their productivity.
Bosses spend a lot of time thinking about your productivity. Some monitoring is natural, but how did employer and employee relations disintegrate over time?
āļøRISE OF IT
The Productivity Paradox shows a rapid, persistent decline in American worker productivity, starting in the early 1970s and continuing to this day. The Productivity Paradox refers to the growth of the Information Technology (IT) sector, which is sold as a productivity-increasing miracle. Many theories explain this paradox, one of which came from the late David Graeber, an American anthropologist and cultural observer. In his 2012 essay, āOf Flying Cars and the Declining Rate of Profit,ā Graeber proposed that the growth of IT was part of a broader shift in research approaches. Research was once dominated by eccentrics or oddballs who operated with relatively little red tape. The rise of IT coincided with the rise of āmanagerialism,ā the McKinseyoid drive to monitor, quantify, and, above all, discipline the workforce. IT made it easier to generate these records.
Before long, every employee, including the eccentrics or oddballs whose ideas were credited with the productivity gains of the American century, spent countless hours filling in forms, documenting their work, and generally producing a legible account of their dayās labor. All this data gave rise to a ballooning class of managers who colonized every kind of institution, not just corporations but also universities and government agencies, which were structured to resemble corporations.
Even if you think all that recordkeeping might be useful, thereās no denying that the more time you spend documenting your work, the less time you have to do your work. The solution to this was inevitably more IT, sold as a way to make recordkeeping easier. But adding IT to a bureaucracy is like adding lanes to a highway: the easier it is to demand fine-grained recordkeeping, the more recordkeeping will be demanded of you.
šµIT AND PROFITABILITY
But thatās not all that IT did for the workplace. Thereāre a couple of areas in which IT absolutely increased the profitability of the companies that invested in it.
IT allowed corporations to outsource production to low-wage countries in the global south, usually places with worse labor protection, weaker environmental laws, and easily bribed regulators. Itās difficult to produce things in factories thousands of miles away or oversee remote workers in another country. But IT makes it possible to eliminate distance, time zone gaps, and language barriers. Corporations that discovered how to use IT to fire workers at home, exploit staffers, and despoil the environment in distant lands thrived. Executives who oversaw these projects rose through the ranks. For example, Tim Cook became the CEO of Apple thanks to his successes in shifting production out of the U.S. into China.
Outsourcing provided a sugar high that compensated for declining productivityā¦for a while. Eventually, all the gains to be had from outsourcing were realized, and companies needed a new source of cheap gains. Thatās where āBosswareā came in: workforce monitoring and discipline automation. Bossware enabled monitoring workers at the finest-grained levels, measuring everything from keystrokes to eyeball movements.
The declining power of the American workerāa nice bonus of the project to fire vast numbers of workers and ship their jobs overseas, which made the remainder terrified of losing their jobsāmeant that Bossware could be weaponized to tie wages to metrics. Itās not just gig workers who donāt score consistent five-star ratings from app users whose pay is docked; itās also content creators whose YouTube and TikTok wages are cut for violating rules that they arenāt allowed to know because that might help them break the rules without being detected and punished.
Bossware dominates workplaces, from public schools to hospitals, restaurants to call centers, and extends to your home and car if you work from home or drive for Uber.
š¤SELF-FULFILLING AUTOMATION
One way to think about how this works is through the automation-theory metaphor of a ācentaurā and a āreverse centaur.ā In automation circles, a ācentaurā is someone who is assisted by an automation tool. For example, when your boss uses AI to monitor your eyeballs to lower your pay, theyāre a ācentaur,ā a human head atop a machine body that does the work far in excess of any humanās capacity.
A āreverse centaurā is a worker who acts as an assistant to an automation system. The worker ridden by an AI that monitors their eyeballs, bathroom breaks, and keystrokes is a āreverse centaur,ā being used and, eventually, used up by a machine to perform the tasks that the machine canāt perform unassisted.
But thereās only so much work you can squeeze out of a worker in this fashion before theyāre ruined for the job. Amazonās internal research reveals that the company has calculated it ruins workers so quickly itās in danger of using up too many workers across America, which explains the other significant findings from The Upwork Research Institute (TURI) study:
81% of bosses have increased their worker demands over the past year.
71% of workers are āburned out.ā
A bossās answer to āAI making workers feel burned outā is the same as āIT-driven form-filling makes workers unproductive.ā Do more of the same, but go harder. Cisco Webex has a new product that tries to detect when workers are about to snap after absorbing abuse from furious customers. It gives them a āZenā moment in which theyāre shown a āsoothingā photo of their family.
This āZenā moment is just the latest in a series of āworkplace wellnessā technologies that monitor workers and try to help them āmanage their stress.ā AI salespeople know this, too, and theyāre more than happy to sell your boss the āreverse-centaurā automation tool.
šHEALTHY SKEPTICISM
AI may be a bet your boss can be suckered into by buying a chatbot that canāt do the job, but investors are souring on that bet. Goldman Sachs, which once trumpeted AI as a multi-trillion dollar sector with unlimited growth, is now publishing reports describing how companies that buy AI canāt figure out what to do with it.
Fine, investment banks are supposed to be a little conservative. But Venture Capitalists (VCs), the risk-loving type? Sequoia Capital, a top-tier Silicon Valley VC firm, is also publicly questioning whether anyone will make AI investments pay off. Maybe the productivity pitch isnāt so perfect after all.
šFINAL NOTE
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