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Home Technology Artificial Intelligence

How to build an AI-driven finance organisation

FutureCFO Editors by FutureCFO Editors
June 5, 2023
digital transformation

Image by geralt on Pixabay

To build an AI-driven finance organisation, CFOs should embrace AI as an organisational role rather than just a technical skill, said Gartner recently.

In addition, this initiative requires a combination of technical and business skills that many finance teams do not have today, according to the advisory firm.

As there’s a profound shift in how finance teams work based on the accelerating use of AI to help them handle the increased complexity of their daily activities and become more productive, AI — like any disruptive technologies in history — will inevitably displace and replace some roles and skills, but new roles, skills, and opportunities will also emerge, said Mark D. McDonald, senior director analyst in the Gartner Finance Practice.

“Leading finance teams will learn to position AI-driven tools and solutions as co-workers that help them do their jobs better,” he noted. “Using AI as a co-worker instead of a replacement also ensures that finance leaders avoid delegating responsibility to machines that should be owned by a person.”

Three high-priority roles for effectively leveraging AI
Gartner expects finance and accounting teams in the future to look more like software development organisations while finance leaders should begin introducing aspects of this paradigm shift into their teams. 

There are three roles that will play an integral role in finance teams in the future, according to Gartner.

Citizen data scientists. These are current finance and accounting staff that will learn basic data science skills to help them automate tasks and make better decisions. 

Citizen data scientists will not have the expertise to build complex solutions that extend beyond their immediate scope of work. They will need help building a professional-grade solutions.

Center of excellence. Roles in a center of excellence are  new to an organisation, comprising comprised technical professionals who can build and maintain technically-solid AI solutions. 

These include professional data scientists, software engineers, data engineers, statisticians, and other non-traditional finance roles. A center of excellence often starts with a single professional data scientist and grows with demand.

Company leadership. Building teams of the future requires leaders to balance the challenges of introducing new skills and processes while making sure that the organisation continues to support daily business operations.

The human-machine learning loop in an AI-driven finance organisation
By taking advantage of the complementary strengths of people and AI technology, finance teams can build a collaborative partnership in a human-machine learning loop where each relies on the other, Gartner advised. 

This loop establishes a new pattern of working that taps into AI’s power without removing people from the equation in an AI-driven finance organisation, Gartner advised.

The loop formalises what each is responsible for so that leaders don’t over-rely on machines or delegate human responsibilities to machines in an AI-driven finance organisation, said McDonald, adding that the loop ensures human feedback and judgement remains front and center.

“Leverage AI for what it does best – automating manual tasks,” he advised. “Be cautious about allowing machines to take actions based on their own advice. By leveraging the strengths of both people and their new machine counterparts, an AI-driven finance organisation can reach new levels of productivity and value without big risks.”

Related:  Expense digitalisation and automation adoption remains low in APAC
Tags: AICFO issuesdata scienceGartnermachine learning
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