Skip to content
AICPA-CIMA
  • AICPA & CIMA:
  • Home
  • CPE & Learning
  • My Account
Journal of Accountancy
  • TECH & AI
    • All articles
    • Artificial Intelligence (AI)
    • Microsoft Excel
    • Information Security & Privacy

    Latest Stories

    • AI early adopters pull ahead but face rising risk, global report finds
    • COSO creates audit-ready guidance for governing generative AI
    • AI loses ground to pros as taxpayers rethink who should do their taxes
  • TAX
    • All articles
    • Corporations
    • Employee benefits
    • Individuals
    • IRS procedure

    Latest Stories

    • IRS should open Trump accounts for eligible children automatically, AICPA says
    • GAO says tax pros helped shape IRS response to ERC issues
    • Anticipated applicability date for future final RMD regs. announced
  • PRACTICE MANAGEMENT
    • All articles
    • Diversity, equity & inclusion
    • Human capital
    • Firm operations
    • Practice growth & client service

    Latest Stories

    • AICPA asks Department of Education to list accounting as a professional degree
    • IRS should open Trump accounts for eligible children automatically, AICPA says
    • AI early adopters pull ahead but face rising risk, global report finds
  • FINANCIAL REPORTING
    • All articles
    • FASB reporting
    • IFRS
    • Private company reporting
    • SEC compliance and reporting

    Latest Stories

    • SEC proposes amendments to small entity definitions
    • Key signals from the SEC-PCAOB conference point to a busy new year
    • New SEC chair to CPAs: ‘Back to basics’
  • AUDIT
    • All articles
    • Attestation
    • Audit
    • Compilation and review
    • Peer review
    • Quality Management

    Latest Stories

    • Auditing Standards Board proposes changes to attestation standards
    • Change at the top: PCAOB will feature new chair, 3 new board members
    • How to prevent late-stage engagement quality review surprises
  • MANAGEMENT ACCOUNTING
    • All articles
    • Business planning
    • Human resources
    • Risk management
    • Strategy

    Latest Stories

    • AI early adopters pull ahead but face rising risk, global report finds
    • Looking to land a CFO role? 2025 was a good year
    • Report: AI speeds up work but fails to deliver real business value
  • Home
  • News
  • Magazine
  • Podcast
  • Topics
Advertisement
  1. newsletter
  2. Cpa Insider
CPA INSIDER

The countries most likely to be affected by automation

Automation is inevitable, but its impact won’t be felt evenly across the globe.

By Anslee Wolfe
September 11, 2017

Please note: This item is from our archives and was published in 2017. It is provided for historical reference. The content may be out of date and links may no longer function.

Related

July 10, 2017

Make technology, not talent, your first priority

June 26, 2017

What CPAs need to do to survive the automation revolution

April 1, 2017

How to enable audit innovation

TOPICS

  • Management Accounting
    • Business Planning

Knowing how and where robots and machines could impact the global economy will help financial executives gain a competitive edge in their industries. But predicting which countries are likely to be impacted most by workforce automation—and when—isn’t as simple as comparing industries across the globe.

A recent McKinsey Global Institute report, A Future That Works: Automation, Employment, and Productivity, analyzed the automation potential of 46 countries, representing 80% of the global workforce. Several factors are considered, including the percentage of work activities that could be automated using current technology, the number of full-time employees that could be affected, and wages.

The types of activities that have a high potential for automation are physical tasks in highly structured and predictable environments, data processing, and data collection. Those that have a considerably lower potential for automation are unpredictable physical work, interactions with others, applying expertise, and managing others, which is the least susceptible to automation.

Vast differences are expected in how automation will play out across the globe, as technical, economic, and social factors will determine the pace and extent of it. But it’s hard to say how quickly automation will become reality, according to the report.

“What we also found interesting is that automation is ultimately a universal phenomenon, impacting every country and region in the world significantly, albeit differently,” said Mehdi Miremadi, a partner at global management consulting firm McKinsey & Company and one of the report’s authors. That’s because sectors typically vary country by country given the different mix of jobs with a higher or lower automation potential.

Take manufacturing, for example. One country may have a larger concentration of work hours in jobs that have higher automation potential, such as production and administrative support. And another country may have a higher proportion of work hours in jobs that are less likely to be automated, such as management and engineering.

“Manufacturing in a developing country likely looks very different than manufacturing in an advanced economy. And even among advanced economies, it could look very different,” said Miremadi, who works out of McKinsey’s Chicago office.

Advertisement

These sector differences may greatly impact a country’s overall potential for automation, according to the report.

Here are the report’s findings for automation potential of several select countries or regions with large populations and/or high wages, with the percentage of activities that could be done by robots or machines using technologies currently available:

  • Japan, 55%
  • India, 52%
  • China, 51%
  • Europe Big Five (France, Germany, Italy, Spain, and the United Kingdom), 47%
  • U.S., 46%
  • Remaining countries, 50%

Automation and finance transformation

Such findings are the kind of insight that financial executives need to help plan for competitive advantages worldwide as robots and machines become more commonplace, said Steve Palomino, CPA/CITP, CGMA, director of financial transformation at Redwood Software, a worldwide robotic process automation company headquartered in Burnham, England.

“If we don’t focus on technology and understand it, we’re going to have less and less relevance in the industry. The better I am at predicting the future and responding, the better I’m preparing now to have a future,” said Palomino, who in his current role works on automation, including for many accounting functions.

Palomino, who works out of Redwood’s Dallas office, said it’s important for executives to understand and anticipate how automation will shape the world economy, as well as be aware of which regions are likely to be affected the most.

“We’re in such a world economy,” he said. “Robotics will most certainly affect the future of companies. If you’re not prepared, then your long-term prospects are pretty dim, and I don’t see how you can honestly be competitive.”

Advertisement

Automation will impact every aspect of business, from technology to processes to employees, he said.

“Technology will take accounting, reporting, and operational efficiencies to the next level. Processes that were once thought impossible to change or improve will do both in short order,” he said.  

That means employees will be affected in various ways, depending on their skill level. India, for example, has a larger number of low- to moderate-skilled employees than high-skilled ones in call centers that will likely be affected first by robots and machines, Palomino said, so planning for the change there would be prudent.

Because Europe and the U.S. have more high-skilled workers, he said, companies there can use automation to reduce back office costs while employees spend more time on analysis.

“Each region should anticipate and retrain or retool their employees to meet the ever-changing demands that will be driven by automation,” he said.

The McKinsey report, released earlier this year, found that about half of the activities people are paid to do could potentially be automated worldwide by adapting current technologies, accounting for nearly $16 trillion in wages.

Being aware of the global impact of automation may potentially help create new industries, invaluable insight for financial executives when advising clients worldwide, said Jason Ackerman, CPA, CGMA, with BNA, a CPA and advisory firm in Rock Hill, S.C.

Advertisement

“People are going to lose certain jobs, but new jobs are going to be created,” he said. “Where are those people who lose their jobs going to go? What can we train them to do now? What skills do they need? Create industries based on those skills.”

Ackerman hopes global automation serves as a crucial reminder that firms must adapt to survive in the future.

“It’s coming whether you’re ready or not. Our whole economy has to be focused on this,” he said. “The countries that are able to manage that change the best, those are going to be the new leaders in the world.”

He sees benefit in automation for finance, letting robots and machines handle easy accounting tasks while allowing CPAs to better connect with clients.

“You have to provide critical thinking,” Ackerman said. “You should be putting your focus on human interaction—a robot can’t replace that.”

The McKinsey report says robots and artificial intelligence (AI) will bring widespread benefits to businesses, including increased performance, by reducing errors and improving quality and speed. In some cases, outcomes may exceed human capabilities.

“The reality is that almost every job that requires physical work will soon be done better by robots,” said Vivek Wadhwa, an adjunct professor and distinguished fellow at Carnegie Mellon University’s campus in Silicon Valley. “And as machine learning gathers enough data and perfects its algorithms, AI will be able to make better and more informed decisions than humans can.”

Advertisement

Anslee Wolfe is a freelance writer in Colorado Springs, Colo. To comment on this article, contact Chris Baysden, senior manager of newsletters at the AICPA.

Advertisement

latest news

February 27, 2026

AICPA asks Department of Education to list accounting as a professional degree

February 27, 2026

IRS should open Trump accounts for eligible children automatically, AICPA says

February 26, 2026

AI early adopters pull ahead but face rising risk, global report finds

February 26, 2026

COSO creates audit-ready guidance for governing generative AI

February 26, 2026

GAO says tax pros helped shape IRS response to ERC issues

Advertisement

Most Read

IRS broadens Tax Pro Account for accounting firms and others
AI loses ground to pros as taxpayers rethink who should do their taxes
IRS clarifies how employees can claim 2025 tip and overtime deductions
How AI is transforming the audit — and what it means for CPAs
AI risks CPAs should know
Advertisement

Podcast

February 26, 2026

Talent shuffle: Why people want to change jobs and how leaders can adapt

February 19, 2026

Inside the AICPA’s effort to enhance the skills of early-career CPAs

February 11, 2026

Lessons in internal control lapses from major fraud cases

Features

How AI is transforming the audit — and what it means for CPAs
How AI is transforming the audit — and what it means for CPAs

How AI is transforming the audit — and what it means for CPAs

Promises of ‘fast and easy’ threaten SOC credibility
Promises of ‘fast and easy’ threaten SOC credibility

Promises of ‘fast and easy’ threaten SOC credibility

Built on purpose: CPA’s 6 steps to starting a not-for-profit
Built on purpose: CPA’s 6 steps to starting a not-for-profit

Built on purpose: CPA’s 6 steps to starting a not-for-profit

How to prevent late-stage engagement quality review surprises
How to prevent late-stage engagement quality review surprises

How to prevent late-stage engagement quality review surprises

FROM THIS MONTH'S ISSUE

Promises of ‘fast and easy’ threaten SOC credibility

CPAs who provide Service and Organization Control (SOC) examinations warn that an ongoing push for high-volume SOC services may come at the cost of quality and objectivity.

From The Tax Adviser

February 18, 2026

Why LIFO, why now?

February 10, 2026

Navigating safe-harbor rules for solar and wind Sec. 48E facilities

January 31, 2026

Trust distributions in kind and the Sec. 643(e)(3) election

January 31, 2026

Effects of the OBBBA on higher education

MAGAZINE

February 2026

February 2026

February 2026
January 2026

January 2026

January 2026
December 2025

December 2025

December 2025
November 2025

November 2025

November 2025
October 2025

October 2025

October 2025
September 2025

September 2025

September 2025
August 2025

August 2025

August 2025
July 2025

July 2025

July 2025
June 2025

June 2025

June 2025
May 2025

May 2025

May 2025
April 2025

April 2025

April 2025
March 2025

March 2025

March 2025
view all

View All

http://JofA_Default_Mag_cover_small_official_blue

PUSH NOTIFICATIONS

Learn about important news

This quick guide walks you through the process of enabling and troubleshooting push notifications from the JofA on your computer or phone.

CPA LETTER DAILY EMAIL

CPA Letter Logo

Subscribe to the daily CPA Letter

Stay on top of the biggest news affecting the profession every business day. Follow this link to your marketing preferences on aicpa-cima.com to subscribe. If you don't already have an aicpa-cima.com account, create one for free and then navigate to your marketing preferences.

Connect

  • X Logo JofA on X
  • facebook JofA on Facebook

HOME

  • News
  • Monthly issues
  • Podcast
  • A&A Focus
  • PFP Digest
  • Academic Update
  • Topics
  • RSS feed rss feed
  • Site map

ABOUT

  • Contact us
  • Advertise
  • Submit an article
  • Editorial calendar
  • Privacy policy
  • Terms & conditions

SUBSCRIBE

  • Academic Update
  • CPE Express

AICPA & CIMA SITES

  • AICPA-CIMA.com
  • Global Engagement Center
  • Financial Management (FM)
  • The Tax Adviser
  • AICPA Insights
  • Global Career Hub
AICPA & CIMA

© 2026 Association of International Certified Professional Accountants. All rights reserved.

Reliable. Resourceful. Respected.