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AIModelKit > News > Executives Share Positive Outlook on Future Business Prospects
News

Executives Share Positive Outlook on Future Business Prospects

aimodelkit
Last updated: February 21, 2026 6:00 pm
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Executives Share Positive Outlook on Future Business Prospects
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Insights from the Most Rigorous International Study on AI’s Impact on Firms

The latest comprehensive research on the effects of artificial intelligence (AI) at the firm level has been released, shedding light on its role in productivity and employment across various sectors. Conducted with nearly 6,000 verified executives from four countries, this study signals a more nuanced understanding of AI’s early impact than previously anticipated.

Contents
  • AI Deployment: Modest but Promising
  • Widespread Adoption Across Industries
    • Forward-Looking Optimism: Expected Acceleration
    • Employment Adjustments on the Horizon
  • Understanding the Expectation Gap Between Executives and Employees
  • The Importance of Data Integrity and Survey Design
  • Anticipating a Future Inflection Point
    • Explore Further

AI Deployment: Modest but Promising

The research, published by the National Bureau of Economic Research and developed by teams from prominent institutions including the Federal Reserve Bank of Atlanta and the Bank of England, reveals some intriguing statistics. Notably, over 90% of firms reported no measurable change in headcount attributable to AI during the past three years. This finding suggests that the current stage of AI deployment reflects early usage, rather than a systemic failure of the technology itself.

Widespread Adoption Across Industries

The adoption of AI is on the rise, with approximately 69% of firms implementing some form of AI technology. This is particularly notable in specific sectors, including:

  • LLM-based text generation: adopted by 41% of firms
  • Machine learning for data processing: utilized by 28%
  • Visual content creation: employed by 29%

In the UK alone, this adoption rate has increased significantly, jumping from 61% to 71% by 2025. AI tools are now becoming an integral part of daily workflows, contributing to a trend where measured impact, while still lagging behind adoption, is generally progressing in a positive direction.

Forward-Looking Optimism: Expected Acceleration

Executives maintain optimistic projections for the coming years. On average, they foresee a 1.4% increase in productivity and a 0.8% rise in output over the next three years. Notably, US executives expect productivity gains of 2.25%, while their UK counterparts predict an increase of 1.86%. For economies grappling with stagnant productivity growth, these projections are noteworthy, signifying that even incremental improvements may collectively enhance national output.

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Employment Adjustments on the Horizon

While optimistic about productivity gains, executives predict a modest 0.7% reduction in overall employment across the four studied countries during this period. It’s important to emphasize that in the UK, around two-thirds of this employment adjustment is anticipated to manifest through slower hiring practices rather than through immediate job losses. This trend indicates a gradual evolution of roles as firms recalibrate their structures to accommodate emerging technologies.

Understanding the Expectation Gap Between Executives and Employees

A fascinating aspect of the study lies in the disparity between executive expectations and employee perceptions. In a parallel survey involving US employees, workers anticipated a 0.5% increase in employment at their firms, while executives forecasted a 1.2% reduction. Similarly, employees expected productivity boosts of 0.92%, which falls short of the executives’ more ambitious 2.25% forecast.

This divergence arises from differing vantage points. Executives focus on cost structures and competitive pressures, while employees are engaged in task-level advancements and leveraging new capabilities provided by AI. In knowledge-intensive environments, AI systems often augment rather than replace human roles. Historical evidence reinforces the notion that the integration of AI enhances productivity, particularly among less experienced staff where clear communication facilitates smoother adoption.

The Importance of Data Integrity and Survey Design

Surveys play a crucial role in shaping insights drawn from AI impact assessments. This study noted noteworthy variations compared to other surveys, such as those conducted by McKinsey, which reported higher adoption rates of 88%. Disparities can often be traced to differences in respondent demographics, sampling techniques, and how questions are framed. For instance, while executive surveys typically capture broader deployment trends, business surveys may reflect narrower definitions of AI.

The executives surveyed for this research were predominantly CEOs and CFOs, with more than 90% from the UK and Germany. The data was meticulously cross-verified with a decade’s worth of macroeconomic figures sourced from national statistics agencies.

Anticipating a Future Inflection Point

As AI deployments mature and integration becomes more seamless, the coming three years may very well reflect an inflection point for many organizations. The essential question is not whether AI will impact productivity and employment, but rather how quickly businesses can translate this technology’s potential into tangible economic benefits.

Explore Further

For those keen on diving deeper into the relationship between AI and big data, consider attending the AI & Big Data Expo, taking place in Amsterdam, California, and London. This extensive event, part of TechEx, offers a platform for industry leaders to share insights and discuss advancements in technology. Learn more about the event here.

With a nuanced understanding of AI’s current and potential future impact, organizations can better prepare for the transformation that lies ahead.

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