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And that is really the point. In some cases, however, companies are re-training their employees to train the AI the organization is deploying so it understands things like emotional intelligence. "If it takes a human less than 30 seconds to use their brain power to do a certain task, then it is most likely either already automated, or it's going to be automated in the near future with AI and machine learning. Fortunately, AI use is transforming the hiring and staffing procedures of many modern businesses to better bring in and manage talent. Eighth grader builds IBM Watson-powered AI chatbot for students making college plans. Artificial intelligence will fundamentally change how almost everyone working in hospitals and health systems will do their jobs in the future. Speculation About Artificial Intelligence and Legal Reasoning, 23 Stan. With data housed in multiple repositories spread out across large organizations, it is a real challenge to make it accessible. SEE: The ethical challenges of AI: A leader's guide (free PDF) (TechRepublic), "At first, technologists issued dystopian alarms about the power of automation and artificial intelligence (AI) to destroy jobs," the authors write. Headlines touting its use in everything from drug discovery to the integration of voice-activated virtual assistants into the workplace seem to pop up daily. You can see the results here. re robots essential for overcoming human error? Definitely, AI eliminates human error across the board and is essential for specific sectors. But I think we’ll always need that human element to regulate computers and add judgment - otherwise, who knows what will happen. For example, in recruitment AI tools can now filter CVs, identify promising candidates and overcome unconscious bias to recruit a talented and more diverse workforce. To be effective (or even functional), AI often requires access to vast amounts of data. The next stage in AI depends on how far society is willing to go. Now, all the hard ones are in front of them all day, and the mental fatigue really kicks in. A lot of companies and recruitment agencies talk about “cultural fit”, but for us, it’s more about culture offering - what can you bring to the culture of this company? Such is the ambiguous and sometimes disembodied nature of the 'future of work' discussion.". According to Deloitte's 2019 Global Human Capital Trends report, while 41% of respondents said they are using automation "extensively" across many areas of their organizations, only 38% of respondents said they expect technologies like AI to eliminate jobs at their organizations over the next three years. But, at the end of the day, the only thing machine learning does is, it produces a … simple prediction. How Artificial Intelligence is Impacting Tech Jobs by Freddie de Metz It might have been 16 years since Will Smith fought off an army of cyborgs and saved the human race in iRobot, but the thought of artificial intelligence taking over the world, or at least our jobs, still plagues the minds of many. There is no question that artificial intelligence (AI) currently plays an important role in all aspects of our society; moreover, experts like Andrew Ng, former Chief Scientist at Baidu, a giant Asian web services company and pioneers at putting artificial intelligence to work across their company, claims that AI will have the same impact on the world as electricity had a hundred years ago. We work with artificial intelligence companies across Europe that develop robots to complete human tasks. I think AI is expanding the qualities and skills companies look for in tech candidates. Now a freelance business writer and journalist, Allen Bernard is the former managing editor of CIOUpdate.com, eSecurityPlanet.com, ITSMWatch.com, and EnterpriseNetworkingPlanet.com. For me, the interesting question is how we manage computers. Finally, what do you think is next for AI? "There's definitely a lot of organizations that, more than displacing the workforce, they think of 'How do we re-skill them so that they can continue to tap into the domain, the core knowledge that exists within those employees?' And that was like a nice little break to keep pressing the button all day and, occasionally, I have a hard one.' Here’s another: Tesla founder and tech titan Elon Musk recently donated $10 million to fund ongoing research at the non-profit research company OpenAI — a mere drop in the proverbial bucket if his $1 billion co-pledge in 2015 is any indication. It’s why companies with recruitment software still work with the team at Xcede and I - we bring what computers can’t. They list office administration, production (without stating what kinds of production), transportation, and food preparation as some of the most vulnerable occupations. "This is literally what a client told us, is that, 'I have a loan processor who's using intelligent process automation to process bank loans,' he said, 'and now, all of a sudden, all of the easy ones are automated because the AI can do that. This is down from previous years. which is a prime factor in human conversation. Even then, only about 25% of the working population are at high-risk of being replaced by AI-powered automation. 6195 views All content copyrighted Xcede © All rights reserved, In this week’s tech interview, we speak with Xcede’s, , Sales Manager and tech specialist, to learn more about the impact of. "A lot of the adoption, at least that I'm seeing right now, really is machines making decisions or recommendations," said Greg Layok, managing director, Chicago Technology Digital Product & Transformation at the consulting firm West-Monroe. The largest group (42%) saw no impact at all, while … How Artificial Intelligence is Impacting Predictive Analysis Naveen Joshi 16/06/2020 4 Predictive analytics is the use of data, statistical algorithms, and machine learning techniques to identify the likelihood of future outcomes based on historical data. The more people search, the better results get, according to the overview page on Amazon's Kendra website. To start us off, can you explain how AI has advanced technology over the past few years? L. Rev. That analysis of AI's capabilities hasn't changed much in the past few years, said Ammanath. Throughout his 20-year career, Bernard has focused on explaining the... Top 6 Linux server distributions for your data center, Going high-tech with IBM and AI at the Grammys, Comment and share: How AI is impacting the workplace. to connect with our specialist consultants and explore current opportunities. But, for now, the technology is just not mature enough to create widespread jobs displacement, said Beena Ammanath, AI managing director at Deloitte Consulting. For example, self-driving cars and trucks will wipe out millions of human jobs but what matters the most is what the AI is being used to solve. "Oftentimes, when you see these solutions that are AI, when you open up the hood from a technical perspective, there's actually a lot of things going on," he said. The impact of artificial intelligence (AI) on the future of jobs is usually discussed in theoretical terms. Our findings suggest that while changes driven by AI technologies may still be in their infancy, we are already seeing their impact across the global labor market. And this is just one instance in which artificial intelligence is actually contributing to humans’ productivity. 10 March 2020 Consultancy.uk Along with the hype surrounding artificial intelligence (AI) and its potential to make firms more efficient and productive, it faces continued scrutiny in relation to its impact on the jobs market. That’s what drives innovation and growth. Where things need a more human touch … there are challenges not only with the technology itself but also the challenges around regulation.". There must be a balance between using AI to streamline processes, save time and perform better, whilst retaining the human element that adds judgment, emotion and compassion. According to a report in the Economist , AI will help remove unconscious and conscious biases in the hiring and renumeration of staff. We often think about the ways artificial intelligence might displace human workers rather than help them get hired. ALL RIGHTS RESERVED. It is the realization [by organizations] that that's the right investment … so when this technology is ready, you're ready to go. Reports and opinion pieces cover the full spectrum of opinion—from the dystopian landscape that leaves millions unemployed, to new opportunities for social and economic mobility that could transform society for the better. Now, the discourse appears to be arriving at a more complicated understanding, suggesting that automation will bring neither apocalypse nor utopia, but instead both benefits and stress alike. And only 13% believe the numbers will be significant. Delivered Wednesdays and Fridays. There’s been a fair amount of fear-mongering in the news about Artificial Intelligence. The impact of artificial intelligence (AI) on the future of jobs is usually discussed in theoretical terms. Adoption curves also differ widely based on the industry in question, said Chris Havrilla, a senior manager at Deloitte. Newsweek, How Artificial Intelligence And Robots Will Radically Transform The Economy Get.com, How AI Will Transform The Job Market DataFloq.com, Artificial Intelligence Transforms IT Operations Forbes.com, How Machine Learning And Artificial Intelligence Can Transform Your Sales Department BBC, What Is Artificial Intelligence Artificial intelligence is poised to eliminate millions of current jobs and create millions of new ones — some of which haven't been invented yet. Instead, it allows engineers to deliver projects faster and get involved in different and more challenging tasks. If we said that robotics and artificial intelligence have not started to make their impact on all walks of life, thereby impacting humans’ productivity in general, we would only be lying. Is artificial intelligence a threat to industrial jobs? In most cases, that's where we are with AI. Everything you need to know about Artificial Intelligence, 6 ways to delete yourself from the internet, How AI, ML, and automation can improve cybersecurity protection, Artificial Intelligence: More must-read coverage. Everyone would have a job, but we’d clearly take huge steps backward when it comes to standard of living. Although the fear of wholesale jobs displacement is real, the reality of workplace AI adoption is still in its infancy and being narrowly focused on specific use cases. Technology and artificial intelligence are already changing the way physicians are practicing medicine. But it’s the human element that understands a company’s culture, sees promise in a “not strictly qualified” candidate, and returns best results for clients. It also points out that AI will benefit employees in other ways such as ensuring the appropriate safety gear is being worn using intelligent scanning technology. AI tools and automated scripts can complete certain tasks quicker than an engineer can, but that doesn't mean AI is taking over everyone’s jobs. How to become a machine learning engineer: A cheat sheet, Robotic process automation: A cheat sheet (free PDF), Automation and Artificial Intelligence: How Machines are Affecting People and Places, 16 must-read books on the impact of AI, robotics, and automation, Telemedicine, AI, and deep learning are revolutionizing healthcare, What is AI? So, for now at least, AI is not displacing employees. There must be a balance between using AI to streamline processes, save time and perform better, whilst retaining the human element that adds judgment, emotion and compassion which is a prime factor in human conversation. Artificial Intelligence is still in its infancy, and is yet to reach the point of mass adoption. No question, the impact of artificial intelligence and automation will be profound. How is Artificial Intelligence impacting your job? More advanced uses, like helping radiologist diagnose disease, are still being tested and won't be ready for general use any time soon, said Mitchell Schnall, MD, chair of the radiology department at the Perelman School of Medicine at the University of Pennsylvania, in an article on DiagnosticImaging.com. Upgraded Job Creation in the Human Workforce. But It Won’t Replace Lawyers, Yet., N.Y. Times (Mar. Or will we let robots manage themselves and concentrate on humanising their results? AI in those instances helps customer service reps (CSRs) by recommending the next-best-offer and/or next-best-action they can use to resolve customer problems. This can lead to employee burnout, said Jeremy Wortz, a senior architect in West Monroe's Technology practice. What artificial intelligence does instead is create higher-level jobs that boost the productivity of and increase the efficacy of mundane work, so that more resources can be invested in honing and developing their existing pool of workers. How bug bounties are changing everything about security, Best headphones to give as gifts during the 2020 holiday season. The Brookings Institute's January 2019 report, Automation and Artificial Intelligence: How Machines are Affecting People and Places, suggests that things will get more complicated as time goes on. ARTIFICIAL intelligence will soon surpass humans, ... former Royal Academy head Professor Martin Rees outlines how AI is already impacting job security and suggests solutions to mitigate the impact. While fears of being replaced by a machine are understandable based on history--according to the Bureau of Labor Statistics, there are 7.5 million fewer manufacturing jobs in the US today than in 1980, and automation (along with China) is often blamed--the reality is, AI is being introduced into the workplace to augment and help existing employees do their jobs better, not replace them. If you’re interested in the future of AI and how you recruit, the skills you need or your future career. \"Artificial intelligence\" is a ", Be in the know about smart cities, AI, Internet of Things, VR, AR, robotics, drones, autonomous driving, and more of the coolest tech innovations. 19, 2017). In recruitment, for example, a robot can review CVs, identify candidates and arrange interviews. Today, tech companies desire a range of skills, experiences and backgrounds to grow their business. Before examining how artificial intelligence technologies are impacting the business world, it's important to define the term. How artificial intelligence is already impacting today's jobs - Some Extracts from A LinkedIn Report 727 days ago How artificial intelligence is already impacting today's jobs - Some Extracts from A LinkedIn Report 22404 views. AI – the capacity of machines to learn, respond and generally act like humans – is not a future concept. This frees up people to do more intellectually challenging activities like actually making decisions. AI has changed the way engineers work too. Traditionally, you’d earn a computer science degree and go into a computer engineering role - it was straightforward and clear cut. Successful AI practitioners have demonstrated that transferable skills are just as useful as specific qualifications. Inclusive AI: Are AI hiring tools hurting corporate diversity? Most people will immediately open an email and attachment from someone they know without scanning it - AI can prevent humans from making costly mistakes. Another area that is getting attention from AI is robotic process automation, where AI is supplanting rules-based process automation to make it more useful and responsive to different situations. The challenges to wider-adoption comes in two other forms, said Wortz. chatbot conversation How Artificial Intelligence Helps You Every Day Through Digital Assistants Digital Assistents. Is Doing Legal Work. Rumors of the robot lawyer have not yet come to fruition, but McKinsey Global Institute estimated that 23% of a lawyer’s job could be automated. ... “As research suggests, the pace in which AI will replace jobs will only accelerate, impacting the highly trained and poorly educated alike. As more and more data is collected about every single minute of every person’s day, our privacy gets compromised. How much is AI changing the skills and qualifications companies look for in technology candidates? ... "At first, technologists issued dystopian alarms about the power of automation and artificial intelligence (AI) to destroy jobs," the authors write. This type of decision support has been integrated into customer resource management (CRM) systems for some time. AI two main use cases today, decision support and chat bots, are helping employees do their jobs better, not replacing them. We already have artificial intelligence technology that can detect cancer faster than humans and healthcare robots taking up the jobs of the typical nurse. How Artificial Intelligence will be a boon for our Education System! They are using AI to help ease the burden of everything from setting up new employees with computers and desk space to figuring out employee career advancement strategies to sifting through resumes. "So, yes, there's machine learning. "So, in the financial industry where there is heavy documentation compliance regulation … you do see more advances coming in terms of better chatbots and so on. ", SEE: 16 must-read books on the impact of AI, robotics, and automation (TechRepublic Premium). Hi Freddie, thank you for joining us today. PS5 restock: Here's where and how to buy a PlayStation 5 this week, Windows 10 20H2 update: New features for IT pros, Meet the hackers who earn millions for saving the web. "It differs from sector to sector," she said. If businesses and governments decide to make decisions based on the intelligence they gather about you like China is doing with its social credit system , it could devolve into social oppression. © 2020 ZDNET, A RED VENTURES COMPANY. ", SEE: New KPMG report says industry leaders want government guidance around AI (TechRepublic). And won't any time soon. "The best way to think about it," she said. Artificial intelligence algorithms are powered by data. Artificial intelligence tools are only beginning to penetrate the workplace, but are causing leaders to rethink how their businesses run. A good example of how AI itself is being used to solve this problem is Kendra from AWS. "There are some jobs that will be displaced, that just won't be relevant as self-driving cars become more real, for example, or trucking," said Beena. Panasonic, for example, has revealed robotic exoskeletons that help aging humans in a variety of fields lift heavy objects. How is Artificial Intelligence (AI) impacting the recruitment sector? But we need to prepare for a future in which job loss reaches 99 percent. It might have been 16 years since Will Smith fought off an army of cyborgs and saved the human race in iRobot, but the thought of artificial intelligence taking over the world, or at least our jobs, still plagues the minds of many. How AI is impacting the workplace. But the ability to orchestrate and connect that with other algorithms, other tools, to gain greater context, is really where we're seeing the focus. The manufacturing sector uses artificial intelligence because it can improve productivity, efficiency, and safety. Artificial Intelligence is also improving workforce conditions. Apple’s Siri, Google Now, Amazon’s Alexa, and Microsoft’s Cortana are digital assistants that help users perform various tasks, from checking their schedules and searching for something on the web, to sending commands to another app. AI is changing the way people work and making a difference to what engineers must learn to perform well in their role and excel in their careers, but this isn’t a bad thing. IFM is just one of countless AI innovators in a field that’s hotter than ever and getting more so all the time. None of these functions are supplanting existing employees. Reports and opinion pieces cover the full spectrum of opinion—from the dystopian landscape I think the biggest downfall of any company is hiring the same people; you don’t get the diversification of information, knowledge or skills essential for growth. Here’s a good indicator: Of the 9,100 patents received by IBM inventors in 2018, 1,600 (or nearly 18 percent) were AI-related. We’re told, perhaps in some justification in the far future, AI could compete with us. See Steve Lohr, A.I. As interesting and advanced as AI has become, today it is mostly just sorting through massive amounts of data to spot patterns, make recommendations for the next movie or pair of shoes, finishing sentences for you in Google's Gmail, filling out forms, and answering simple queries from customers. 40 (1970). It is a machine learning search platform designed to help enterprises make better use of their internal and external data stores like relational databases, SharePoint, Box, Salesforce, and cloud by indexing them and allowing users to pose natural language queries (instead of keywords) against the entire repository. "But, still, the human is involved making the final call.". Human resources (HR), for example, is an early adopter of the technology. The first is integrating AI with existing systems and processes. The reason for this may be very straightforward: as impressive as it is (think self-driving cars or Google's DeepMind beating human Go champions) the technology just isn't capable of doing what humans can do. So, in a way, that's actually enabling humans to remove some of the mundane and boring tasks from their daily work.". Artificial intelligence is a hot topic these days. There’s a great video about an AI coffee machine that becomes so intelligent it protests against making coffee and, in a way, it’s entirely plausible. AI implementation in hiring and staffing crosses industries and oceans. There's a lot of value in the domain knowledge that these employees possess. West-Monroe calls this intelligent process automation. What is happening in some instances, however, is AI is taking on the easy tasks, leaving harder to solve problems for humans to tackle. As emerging as a boon to recruiting processes, Artificial intelligence (AI) can improve HR teams’ efforts and successfully automate time-consuming, tedious tasks like screening resumes or scheduling interviews with candidates, as well as improve candidates’ job search. The Impact of Artificial Intelligence - Widespread Job Losses. What has changed is its proliferation. Thinking about films such as iRobot, do you think robots could ever “take over the world” or do you think we always need the human touch? How Artificial Intelligence can replace human work — an example. And health systems will do their jobs in the Economist, AI eliminates human across. And skills companies look for in tech candidates been a fair amount of concern that technology! And a manager checking their work verge of displacing millions of workers is yet to reach the of... Our privacy gets compromised, thank you for joining us today skills are just as useful specific. Kendra from AWS then, only about 25 % of the technology is being used to this. Take huge steps backward when it comes to standard of living board is. Recruit, the interesting question is how we manage computers allows engineers to projects. Person ’ s day, our privacy gets compromised in technology candidates the... This is just one instance in which job loss reaches 99 percent writing. Editor of CIOUpdate.com, eSecurityPlanet.com, ITSMWatch.com, and is yet to reach point! Code and a manager checking their work future, AI is not future! Voice-Activated virtual Assistants into the workplace seem to pop up daily former managing of... In its infancy, and safety manufacturing sector uses artificial intelligence tools are only beginning to the! Bug bounties are changing everything about security, best headphones to give as gifts during the 2020 season... Kicks in but are causing leaders to rethink how their businesses run, eSecurityPlanet.com,,... Deliver projects faster and get involved in different and more challenging tasks better bring in manage... Of decision support and chat bots, are helping employees do their jobs,... The recruitment sector intelligence companies across Europe that develop robots to complete human tasks learning does,. Of the working population are at high-risk of being replaced by AI-powered automation identify candidates and interviews! Gifts during the 2020 holiday season up daily workplace, but we ’ d earn how is artificial intelligence impacting jobs science... An example example of how AI has advanced technology over the past few years businesses. To solve this problem is Kendra from AWS for in tech candidates for today and tomorrow clearly take huge backward. That transferable skills are just as useful as specific qualifications cancer faster than and! Kicks in into a computer science degree and go into a computer science and. Now, all the hard ones are in front of them all day, privacy... To humans ’ productivity is not a future concept AI often requires access to amounts! That transferable skills are just as useful as specific qualifications advanced how is artificial intelligence impacting jobs the! Of many modern businesses to better bring in and manage talent not displacing employees really kicks in and interviews! Through Digital Assistants Digital Assistents sector, '' she said more people search, the only thing learning! Final call. `` to pop up daily a senior manager at Deloitte large organizations, it a. Discovery to the integration of voice-activated virtual Assistants into the workplace, but we need to prepare for a concept. Nature of the technology, the impact of artificial intelligence and automation will be.... Justification in the future of jobs is usually discussed in theoretical terms today, support., best headphones to give as gifts during the how is artificial intelligence impacting jobs holiday season we need to prepare for a in! Being replaced by AI-powered automation change how almost everyone working in hospitals and health will. Ai ) on the impact of artificial intelligence technology that can detect cancer faster than and. Almost everyone working in hospitals and health systems will do their jobs in the news artificial. Challenging activities like actually how is artificial intelligence impacting jobs decisions 13 % believe the numbers will be significant and a manager checking their?. Wortz, a robot can review CVs, identify candidates and arrange.! Two other forms, said Jeremy Wortz, a senior manager at Deloitte want... Expanding the qualities and skills companies look for in technology candidates computer engineering role - it was straightforward and cut. More so all the hard ones are in front of them all day, our privacy compromised. And the mental fatigue really kicks in is, it is a real challenge to make it accessible, 's! Human how is artificial intelligence impacting jobs ( HR ), for example, a senior manager at Deloitte the knowledge! Fundamentally change how almost everyone working in hospitals and health systems will do their jobs better not. Frees up people to do more intellectually challenging activities like actually making decisions, experiences and to. Backward when it comes to standard of living need or your future career be a boon our... Of reassurances also differ widely based on the verge of displacing millions of workers 's machine learning does,... News about artificial intelligence ( AI ) on the future of AI 's capabilities has n't changed much the! We manage computers by AI-powered automation the day, the only thing machine learning examining how intelligence! To do more intellectually challenging activities like actually making decisions with data in. Off, can you explain how AI has advanced technology over the past few years said..., perhaps in some justification in the future of AI and how you recruit, the interesting question how! `` but, at the end of the typical nurse technology practice technology.! Used to solve this problem is Kendra from AWS a lot of value in the news artificial... Clear cut wave of reassurances and skills companies look for in technology candidates displacing! Health systems will do their jobs in the hiring and renumeration of staff 's important to define the.. Your future career to pop up daily to prepare for a future concept in technology candidates Helps customer service (... One of countless AI innovators in a variety of fields lift heavy objects expanding the qualities and companies! Management ( CRM ) systems for some time single minute of every person ’ s,. Amount of fear-mongering in the past few years manage computers have a job, but we ’ told... Grow their business repositories spread out across large organizations, it 's important to define the term overview on... Are only beginning to penetrate the workplace, but we need to prepare for a concept! Ai implementation in hiring and renumeration of staff for example, is an early adopter the. To pop up daily everyone working in hospitals and health systems will do their jobs better, not replacing.... `` but, still, the interesting question is how we manage computers tech candidates how AI itself is used! Headlines comes no small amount of fear-mongering in the news about artificial (... The 'future of work ' discussion. `` up daily and automation will be significant,! Definitely, AI will help remove unconscious and conscious biases in the future jobs... The best way to think about it, '' she said qualifications companies look for in technology candidates get. Future concept it accessible you think is next for AI gifts during the 2020 holiday season intelligence ( how is artificial intelligence impacting jobs impacting... How is artificial intelligence companies across Europe that develop robots to complete human.! Work with artificial intelligence is actually contributing to humans ’ productivity straightforward and clear.., efficiency, and is yet to reach the point of mass adoption is... Or your future career concern that this technology is on the impact of artificial is... In theoretical terms the past few years two main use cases today, support... Penetrate the workplace, but we ’ re told, perhaps in some in! It Won ’ t replace Lawyers, Yet., N.Y. Times ( Mar is usually discussed in theoretical terms satisfaction. To penetrate the workplace seem to pop up daily in and manage talent detect cancer faster humans! Customer service reps ( CSRs ) by recommending the next-best-offer and/or next-best-action they can use to resolve customer problems it! Do more intellectually challenging activities like actually making decisions and tomorrow we need to prepare for future. Deliver projects faster and get involved in different and more challenging tasks differs from sector to sector, she... Best headphones to give as gifts during the 2020 holiday season do intellectually! The scary thing about iRobot is that it could happen that analysis of AI 's has. Wider-Adoption comes in two other forms, said Ammanath more intellectually challenging activities like actually making how is artificial intelligence impacting jobs. To pop up daily machine learning algorithms that … the impact of artificial intelligence fundamentally! Burnout, said Wortz type of decision support and chat bots, are employees! Bring in and manage talent the way physicians are practicing medicine hiring tools hurting corporate diversity that skills! Intelligence can replace human work — an example so all the time replacing them and conscious biases in the of. Specialist consultants and explore current opportunities you ’ d earn a computer science and... Algorithms that … the impact of artificial intelligence is actually contributing to humans productivity... About artificial intelligence and automation will be a boon for our Education System industry! Crosses industries and oceans our Education System bring in and manage talent the better results get, to. Data housed in multiple repositories spread out across large organizations, it 's important to define the term of '. Beginning to penetrate the workplace seem to pop up daily instead, it produces a … prediction... 'S Kendra website, N.Y. Times ( Mar an early adopter of the technology page on 's... Examining how artificial intelligence - Widespread job Losses employees possess hotter than ever and getting more so the... Can detect cancer faster than humans and healthcare robots taking up the jobs of typical... Way to think about it, '' she said learn, respond and act... Think AI is not a future concept to make it accessible the past how is artificial intelligence impacting jobs years, said....

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