Potential biases to be aware of when using generative AI for legal recruitment

Author Nikki Newton
July 31, 2023

The Lawyer financial services conference was last month and I have been thinking about one of the panel discussions on generative AI. One of the points raised was that it is crucial to be-aware of bias when using generative AI for recruitment. Whilst generative AI can offer certain advantages in legal recruitment, there can also be potential dangers. I think some of the following points are very important to be aware of and even more crucially highlight the value of a human oversight in any recruitment process.

Bias and discrimination:

Generative AI models are trained on large datasets, which may inadvertently contain biases and discriminatory patterns present in the training data. If not properly addressed, the AI system can perpetuate and amplify these biases, leading to discriminatory outcomes in the recruitment process. This can result in unfair treatment of candidates based on factors such as gender, race, or socioeconomic background.

Lack of interpretability:

Generative AI models often lack transparency and interpretability making it challenging to understand how they arrive at their decisions or generate specific outputs. This lack of interpretability can be problematic in the legal field, where the reasoning and justifications for decisions are crucial.

Legal and ethical considerations:

Using generative AI for legal recruitment raises legal and ethical concerns. There may be legal implications related to privacy, data protection, and discrimination laws. Ethically, using AI in recruitment processes can raise questions about fairness, accountability, and the potential for dehumanizing or devaluing candidates by relying solely on automated decision-making.

Limited contextual understanding:

Generative AI models may struggle to comprehend the nuances and context-specific information relevant to legal recruitment. Legal professions require deep knowledge, critical thinking, and contextual understanding, which can be challenging for AI systems to replicate accurately.

Replicating existing biases:

Generative AI models learn from existing data, and if that data is biased, the AI system may reproduce and perpetuate those biases. This can result in a reinforcement of existing inequalities and hinder efforts to promote diversity and inclusion in the legal profession.

Lack of human judgment and empathy:

Legal recruitment often involves subjective assessments of candidates’ qualifications, skills, and potential. Generative AI may struggle to incorporate human judgment, empathy, and intuition, which are essential in evaluating qualities such as emotional intelligence, communication skill and cultural fit.

It is important to consider these dangers and challenges when using generative AI in legal recruitment. Implementing robust safeguards, ensuring diversity in training data, incorporating human oversight, and regularly monitoring and evaluating the AI system can help mitigate risks and promote fair and ethical outcomes. Ultimately, generative AI should be seen as a tool to support human decision-making rather than a replacement for human judgment and expertise.

To discuss the current market, your career or hiring needs, do not hesitate in contacting Nikki Newton.

Jobs

  • Retail
  • Fixed term contract

Interim Legal Counsel – FMCG/Retail

A leading consumer brands business is seeking a commercially minded Legal Counsel to join its UK Legal team on a 12-month fixed-term contract commencing in September. This is a broad, business-facing role offering exposure to commercial contracts, marketing, advertising, consumer law, intellectual property, data protection and strategic business projects. Role overview · Join a well-established […]
  • Posted Posted 2 days ago

Read more

  • Telecommunications
  • Permanent

Legal Counsel

Legal Counsel | 4-7 PQE | London Our client is seeking a commercially minded Legal Counsel to join its high-performing in-house legal team. This is a broad commercial role offering exposure to complex customer contracts, strategic projects and wider business-facing legal work within a fast-growing, infrastructure-led organisation. The successful candidate will work closely with senior […]
  • Posted Posted 4 days ago

Read more

  • Management consulting
  • Permanent

Commercial Legal Counsel

Leading professional services organisation seeks Commercial Legal Counsel to join its established in-house legal team. The role can be based in London or across the regions, with flexible and hybrid working available. This is an excellent opportunity to join a collaborative Office of General Counsel, working as part of a highly regarded contracts team that […]
  • Salary Excellent benefits package
  • Posted Posted 1 week ago

Read more

  • Management consulting
  • Permanent

Commercial Senior Legal Counsel

Leading professional services organisation seeks Senior Commercial Legal Counsel to join its highly regarded in-house legal team. The role can be based in London or across the regions, with flexible hybrid working available. This is an excellent opportunity to join a supportive and collaborative Office of General Counsel in a senior commercial role, working closely […]
  • Salary Excellent benefits package
  • Posted Posted 1 week ago

Read more

  • Services
  • Fixed term contract

Group Legal Commercial Counsel | 12-month FTC

Taylor Root is working with SSP Group plc (LSE:SSPG), who is a global leading operator of food and beverage outlets in travel locations employing 49,000 colleagues in around 3,000 units across 38 countries. They specialise in designing, creating and operating a diverse range of food and drink outlets in airports, train stations and other travel […]
  • Posted Posted 2 weeks ago

Read more

  • Leisure/travel
  • Fixed term contract

Legal Counsel – Commercial & Procurement

A leading European passenger transport business is seeking a commercially focused Legal Counsel to join its Group Legal team on a 12-month fixed-term contract. This is a broad commercial role supporting major procurement projects, strategic tender opportunities and complex commercial arrangements across the UK and Europe. Working closely with business stakeholders, you will play a […]
  • Posted Posted 2 weeks ago

Read more

Featured Content

Close up of a woman at work, green shirt, making hand gestures

The skills company secretaries need to progress into senior roles

  • Posted July 28, 2026
Contents Share Key insights The company secretary role has always sat close to the boardroom, but the expectations placed on the function have changed considerably. Strong technical governance expertise remains essential, but it is no longer enough on its own. Today’s company secretaries are expected to help boards navigate regulation, stakeholder pressure, ESG scrutiny, technology […]
Two male colleagues discuss work at a laptop

How in-house legal teams in the US energy sector are adapting to regulatory complexity

  • Posted July 28, 2026
Contents Share Key insights Large-scale energy projects have always been complex.  What is changing is how early, and how extensively, legal teams are now involved in shaping whether those projects can move forward.  From permitting and environmental compliance to project finance, stakeholder management and major commercial agreements, in-house counsel recruitment is evolving as lawyers become involved much earlier […]
Businessman talking to colleagues in meeting

UK and Ireland in-house legal recruitment market update Q3

  • Posted July 13, 2026
Contents Key insights Corporate and commercial, London Banking and financial services, London Interim, London Regional UK Ireland Corporate and commercial, London Q2 saw confidence continue to build across the in-house legal market, although hiring remained measured and highly strategic. Businesses continue to navigate economic uncertainty, evolving regulation and rapid technological change, but there was greater […]