open share links close share links
The last 15 years have brought what Stanford University professor Erik Brynjolfsson calls the productivity paradox. While theres been continuing advances in technology, such as artificial intelligence, automation, and teleconferencing tools, the U.S. and other countries have seen flagging productivity.
But a productivity boom is coming soon, Brynjolfsson said at the recent EmTech Next conference hosted by MIT Technology Review. He pointed to advances in technology, particularly artificial intelligence programs that are as good as or better than humans at some things. Businesses should now focus on incorporating the technology into work processes and preparing employees, he said, and policymakers should make sure its adoption doesnt contribute to inequality.
Brynjolfsson has been tracking the lag between introduction of artificial intelligence and corresponding productivity gains. United States productivity grew by about 1.3% in the past decade, he said, compared to more than 2.8% in the late 1990s and early 2000s. This productivity slowdown extends to other countries as well, according to research from the Organization for Economic Cooperation and Development. Brynjolfsson predicted a productivity J-curve, in which productivity declines after a technology is introduced and then rises when businesses have been able to integrate technologies into their workflow, a trajectory over time that has a J-shape.
I think were near the bottom of that J-curve right now and were about to see the takeoff, Brynjolfsson said.
Lagging productivity can be explained two main ways, Brynjolfsson said.
Mismeasurement. Productivity is traditionally measured using a countrys gross domestic product, which is based on things that are bought and sold. But many digital goods teleconferencing, smartphone apps, Wikipedia are available for free. Even though people get some benefit from these goods, they dont show up in productivity statistics. The information sectors share of the economy has barely budged since the 1980s, Brynjolfsson noted. I think most of us realize thats just not a real representation of whats going on, he said.
Happiness surveys also fail to capture the complete picture. Brynjolfsson suggested a new metric called GDP-B that would measure the benefit people gain from items. I think its far from perfect, but its a lot more precise than happiness, and I think its a lot more meaningful than GDP, he said.
Implementation and restructuring in businesses. It isnt enough to just add new technology to an organization. Companies need a complete paradigm shift. To get the full benefit, leaders need to rethink business processes, management practices, and employee skills, Brynjolfsson said.
This intangible organizational capital is essential for companies to see benefit from technological advances, but many companies put misplaced focus on technology itself.
The complete reconceptualization of a business process takes a lot. More creativity, effort, and frankly, time, than simply plugging in new technologies into old business processes, he said. We just havent been doing that in most industries.
About a decade ago, machine learning programs had about 70% accuracy, Brynjolfsson said. They have improved rapidly, to the point that they are now better than humans at identifying some things. This makes it more likely that organizations will move to integrate this technology into their business practices as entrepreneurs and managers gravitate toward these often cheaper and more efficient approaches.
We dont need any additional advances in technology to be able to have enormous effects on productivity and wages, he said.What we do need is some significant changes in business processes. We need to rethink the way work gets done.
There are signs more businesses are taking advantage of artificial intelligence programs. The 2021 AI Index report, which Brynjolfsson co-authored, found increases in not just the quality of artificial intelligence, but also business investment in the technology. The biggest increase was in the field of drug discovery and other biological uses of AI, with a 4.5% increase in investment in drug discovery in the last year.
Powerful technology is available, and every organization has an opportunity to benefit from it, he said. Successful firms will be prepared with the skills needed in the future, and leaders should focus on reskilling their workforce.
Replacing labor with capital and human work with technology brings concerns about decreased wages and increased inequality. Brynjolfssons research has documented how machine learning affects different skills and occupations, and found that there isnt one occupation where machine learning could do all the different tasks. While machine learning will likely reorganize work, it wont mean the end of work or entire occupations, he said.
But the effects will likely be uneven. The economic pie could get bigger, but that doesnt mean everyones going to benefit, Brynjolfsson said. Theres been some evidence of this happening, he said, with his research also indicating machine learning is more likely to affect low-wage occupations.
Inequality isnt inevitable, though. Brynjolfsson argued that to a large extent, it is the result of tax and education policies. He suggested three measures that companies, institutions, and policymakers can take to make sure all workers benefit from the productivity boom:
Reskilling the workforce. Taking advantage of AI and other technologies require different sets of skills. Im not just talking about more machine learning experts. Im talking about people who do more creative work, Brynjolfsson said. And while machines are able to do rote, repetitive work, companies will need people who are skilled at interpersonal, emotional connections.
Adjusting tax policy. Capital is taxed at a lower rate than labor, which might push companies to favor technology over workers. Brynjolfsson suggested leveling the playing field, or introducing measures such as earned income tax credits that help subsidize work.
Focusing on technologies that augment workers instead of replace them. Brynjolfsson said he is working on research that shows how technologists are focused on creating programs that replicate human skills. While that may be a fun goal, it actually isnt a particularly good one in terms of helping reduce inequality. It tends to drive down wages, he said. Id rather have them focused on augmenting human labor.
Here is the original post:
How to prepare for the AI productivity boom - MIT Sloan News
- What is Artificial Intelligence? How Does AI Work? | Built In [Last Updated On: September 5th, 2019] [Originally Added On: September 5th, 2019]
- Artificial Intelligence What it is and why it matters | SAS [Last Updated On: September 5th, 2019] [Originally Added On: September 5th, 2019]
- artificial intelligence | Definition, Examples, and ... [Last Updated On: September 5th, 2019] [Originally Added On: September 5th, 2019]
- Benefits & Risks of Artificial Intelligence - Future of ... [Last Updated On: September 5th, 2019] [Originally Added On: September 5th, 2019]
- What is AI (artificial intelligence)? - Definition from ... [Last Updated On: September 11th, 2019] [Originally Added On: September 11th, 2019]
- What is Artificial Intelligence (AI)? ... - Techopedia [Last Updated On: September 13th, 2019] [Originally Added On: September 13th, 2019]
- 9 Powerful Examples of Artificial Intelligence in Use ... [Last Updated On: September 18th, 2019] [Originally Added On: September 18th, 2019]
- What's the Difference Between Robotics and Artificial ... [Last Updated On: September 18th, 2019] [Originally Added On: September 18th, 2019]
- The Impact of Artificial Intelligence - Widespread Job Losses [Last Updated On: September 18th, 2019] [Originally Added On: September 18th, 2019]
- Artificial Intelligence & the Pharma Industry: What's Next ... [Last Updated On: September 18th, 2019] [Originally Added On: September 18th, 2019]
- Artificial Intelligence | GE Research [Last Updated On: September 18th, 2019] [Originally Added On: September 18th, 2019]
- A.I. Artificial Intelligence (2001) - IMDb [Last Updated On: October 5th, 2019] [Originally Added On: October 5th, 2019]
- 10 Best Artificial Intelligence Course & Certification [2019 ... [Last Updated On: October 15th, 2019] [Originally Added On: October 15th, 2019]
- Artificial Intelligence in Healthcare: the future is amazing ... [Last Updated On: October 15th, 2019] [Originally Added On: October 15th, 2019]
- Will Artificial Intelligence Help Resolve the Food Crisis? - Inter Press Service [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- Two-thirds of employees would trust a robot boss more than a real one - World Economic Forum [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- UofL partners with industry experts to launch Artificial Intelligence Innovation Consortium Lane Report | Kentucky Business & Economic News - The... [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- China Sees Surge of Edtech Investments With Focus on Artificial Intelligence - Karma [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- NIST researchers use artificial intelligence for quality control of stem cell-derived tissues - National Institutes of Health [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- Indiana University Touts Big Red 200 and Artificial Intelligence at SC19 - HPCwire [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- One way for the Pentagon to prove it's serious about artificial intelligence - C4ISRNet [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- Artificial Intelligence Will Enable the Future, Blockchain Will Secure It - Cointelegraph [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- Artificial intelligence has become a driving force in everyday life, says LivePerson CEO - CNBC [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- 4 Reasons to Use Artificial Intelligence in Your Next Embedded Design - DesignNews [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- Artificial Intelligence Essay - 966 Words | Bartleby [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- AI News: Track The Latest Artificial Intelligence Trends And ... [Last Updated On: November 18th, 2019] [Originally Added On: November 18th, 2019]
- AI in contact centres: It's time to stop talking about artificial intelligence - Verdict [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Newsrooms have five years to embrace artificial intelligence or they risk becoming irrelevant - Journalism.co.uk [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Scientists used IBM Watson to discover an ancient humanoid stick figure - Business Insider [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- The Mark Foundation Funds Eight Projects at the Intersection of Artificial Intelligence and Cancer Research - BioSpace [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Colorado at the forefront of AI and what it means for jobs of the future - The Denver Channel [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Highlights: Addressing fairness in the context of artificial intelligence - Brookings Institution [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Artificial intelligence won't kill journalism or save it, but the sooner newsrooms buy in, the better - Nieman Journalism Lab at Harvard [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- How To Get Your Rsum Past The Artificial Intelligence Gatekeepers - Forbes [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Epiq expands company-wide initiative to accelerate the deployment of artificial intelligence for clients globally - GlobeNewswire [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Preparing the Military for a Role on an Artificial Intelligence Battlefield - The National Interest Online [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Podcast decodes ethics in artificial intelligence and its relevance to public - Daily Bruin [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Global Military Artificial Intelligence (AI) and Cybernetics Market Report, 2019-2024: Focus on Platforms, Technologies, Applications and Services -... [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Artificial intelligence warning: Development of AI is comparable to nuclear bomb - Express.co.uk [Last Updated On: November 20th, 2019] [Originally Added On: November 20th, 2019]
- Google's new study reveals 'Artificial Intelligence benefiting journalism' - Digital Information World [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- Artificial Intelligence (AI) in Retail Market worth $15.3 billion by 2025 - Exclusive Report by Meticulous Research - GlobeNewswire [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- With artificial intelligence to a better wood product - Newswise [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- Report to Congress on Artificial Intelligence and National Security - USNI News [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- Most plastic is not getting recycled, and AI robots could be a solution - Business Insider [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- Fujifilm Showcases Artificial Intelligence Initiative And Advances AI - AiThority [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- Artificial intelligence could be one of the most valuable tools mankind has built - here's one small but meani - Business Insider India [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- Artificial Intelligence: A Need of Modern 'Intelligent' Education - Thrive Global [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- Drones And Artificial Intelligence Help Combat The San Francisco Bays Trash Problem - Forbes [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- DesignCon Expands Into Artificial Intelligence, Automotive, 5G, IoT, and More For 2020 Edition - I-Connect007 [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- Is St. Louis ready for artificial intelligence? It will steal white-collar jobs here, too - STLtoday.com [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- IT chiefs recognise the risks of artificial intelligence bias - ComputerWeekly.com [Last Updated On: November 23rd, 2019] [Originally Added On: November 23rd, 2019]
- PNNL researchers working to improve doctor-patient care through artificial intelligence - NBC Right Now [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- How Augmented Reality and Artificial Intelligence Are Helping Entrepreneurs Create a Better Customer Experience - CTOvision [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Manufacturing Leaders' Summit: Realising the promise of Artificial Intelligence - Manufacturer.com [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- 2019 Artificial Intelligence in Precision Health - Dedication to Discuss & Analyze AI Products Related to Precision Healthcare Already Available -... [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Artificial intelligence will affect Salt Lake, Ogden more than most areas in the nation, study shows - KSL.com [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- It Pays To Break Artificial Intelligence Out Of The Lab, Study Confirms - Forbes [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- The Best Artificial Intelligence Stocks of 2019 -- and The Top AI Stock for 2020 - The Motley Fool [Last Updated On: November 28th, 2019] [Originally Added On: November 28th, 2019]
- Artificial Intelligence of Things (AIoT) Market Research Report 2019-2024 - Embedded AI in Support of IoT Things/Objects Will Reach $4.6B Globally by... [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- How Augmented Reality and Artificial Intelligence Are Helping Entrepreneurs Create a Better Customer Experience - Entrepreneur [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- SC Proposes Introduction Of Artificial Intelligence In Justice Delivery System - Inc42 Media [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Artificial intelligence in FX 'may be hype' - FX Week [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Fujifilm Showcases Artificial Intelligence Initiative And Advances at RSNA 2019 - Imaging Technology News [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- The Surprising Way Artificial Intelligence Is Transforming Transportation - Forbes [Last Updated On: December 1st, 2019] [Originally Added On: December 1st, 2019]
- Artificial Intelligence in 2020: The Architecture and the Infrastructure - Gigaom [Last Updated On: December 2nd, 2019] [Originally Added On: December 2nd, 2019]
- AI IN BANKING: Artificial intelligence could be a near $450 billion opportunity for banks - here are the strat - Business Insider India [Last Updated On: December 2nd, 2019] [Originally Added On: December 2nd, 2019]
- The impact of artificial intelligence on humans - Bangkok Post [Last Updated On: December 2nd, 2019] [Originally Added On: December 2nd, 2019]
- Should the EU embrace artificial intelligence, or fear it? - EURACTIV [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- BioSig Technologies Announces New Collaboration on Development of Artificial Intelligence Solutions in Healthcare - GlobeNewswire [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Artificial intelligence-based fitness is promising but may not be for everyone - Livemint [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Pondering the Ethics of Artificial Intelligence in Health Care Kansas City Experts Team Up on Emerging - Flatland [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Baidu Leads the Way in Innovation with 5712 Artificial Intelligence Patent Applications - GlobeNewswire [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Artificial Intelligence and National Security, and More from CRS - Secrecy News [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Longer Looks: The Psychology Of Voting; Overexcited Neurons And Artificial Intelligence; And More - Kaiser Health News [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Emotion Artificial Intelligence Market Business Opportunities and Forecast from 2019-2025 | Eyesight Technologies, Affectiva - The Connect Report [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- The next generation of user experience is artificially intelligent - ZDNet [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- What Jobs Will Artificial Intelligence Affect? - EHS Today [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Will the next Mozart or Picasso come from artificial intelligence? No, but here's what might happen instead - Ladders [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- Artificial intelligence apps, Parkinsons and me - BBC News [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]
- VA launches National Artificial Intelligence Institute to drive research and development - FierceHealthcare [Last Updated On: December 8th, 2019] [Originally Added On: December 8th, 2019]