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Data Quality and Combating Bias Emerge as Top Hurdles for AI Innovation, According to New Report

Data Quality and Combating Bias Emerge as Top Hurdles for AI Innovation, According to New Report
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The Essential Role of Governance in Mitigating AI Risk

Article Sub-Headline: Amid surging AI adoption and increased regulatory oversight, global business executives call for better AI governance to mitigate risk

Introduction

As AI adoption surges and regulators increasingly demand greater oversight, global company leaders are under growing pressure to demonstrate responsible AI systems and mitigate risk. A recent report from Prove AI, a first-of-its-kind AI governance tool powered by blockchain technology, sheds light on the essential role of governance in mitigating AI risk.

Report Highlights

The report, "The Essential Role of Governance in Mitigating AI Risk," surveyed over 600 global executives and found that AI governance is seen as a critical area of investment for leaders to maintain responsible AI systems and mitigate risk. Key findings from the report include:

  • Strong AI governance is viewed as a key step towards improving trust with end-users and ensuring AI’s long-term ROI.
  • 96% of organizations are already using AI to support business operations, with the same proportion reporting AI budgets will increase in the coming year.

Top Motivations for AI Investment

Top motivations for AI investment were identified as:

  • Increasing productivity (82%)
  • Operational efficiency (73%)
  • Stronger decision making (65%)
  • Cost savings (60%)

Top AI use cases included:

  • Customer service and support
  • Predictive analytics
  • Marketing and ad optimization

Challenges in Implementing AI

Despite the surge in adoption, business leaders also recognize the additional risk exposure that AI brings to their organizations. Specifically, executives cited:

  • Data quality issues (41%)
  • Bias detection and mitigation challenges in AI algorithms (37%)
  • Difficulty in quantifying and measuring the return on investment (ROI) of AI initiatives (28%)

Executive Confidence in AI Risk Management

However, the report also found that executives are not without confidence in their organization’s AI risk management. A staggering 95% stated their organization is doing well with AI risk management today. However, in probing existing and upcoming priorities across risk management and AI governance, the report revealed:

  • Only 5% of executives say their organization has implemented any AI governance framework.
  • 82% of executives say implementing AI governance solutions is a somewhat or extremely pressing priority; 85% cite plans to implement an AI governance solution by summer 2025.

Call to Action

The data soberly highlights the need for organizations to prioritize AI governance and mitigate risk. Implementing and/or optimizing a dedicated AI governance strategy has emerged as a top priority.

Conclusion

As Prove AI CEO Mrinal Manohar noted, "Executives are making themselves clear: AI’s long-term efficacy, including providing a meaningful return on the massive investments organizations are currently making, is contingent on their ability to develop and refine comprehensive AI governance strategies." As the wave of AI-focused legislation goes into effect worldwide, it is crucial for organizations to implement clearer guardrails to manage and monitor the data informing AI systems.

FAQs

Q: What is the current state of AI adoption worldwide?

A: According to the report, 96% of organizations are already using AI to support business operations.

Q: What motivates companies to invest in AI?

A: Top motivations include increasing productivity, operational efficiency, stronger decision making, and cost savings.

Q: What are the biggest challenges in implementing AI?

A: Executives cited data quality issues, bias detection and mitigation challenges in AI algorithms, and difficulty in quantifying and measuring the return on investment (ROI) of AI initiatives.

Q: How confident are executives in their organization’s AI risk management?

A: A staggering 95% of executives stated their organization is doing well with AI risk management today. However, only 5% have implemented an AI governance framework.

cryptoendevr

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