post

Footer About

Footer Contribute

Footer Get Involved

Footer Links

Mind the Product

Product Management

Sunday Rewind: Whose job is it anyway? The rise of Product Ops and why it deserves to be an independent function

Guest Post

Creating metrics that matter

B2B product management

Artificial Intelligence (AI) & Machine Learning (ML)

Building Product Teams

Business Strategy

Data Driven Product Management

Digital Transformation

Diversity and Inclusion

Minimum Viable Product

OKRs

Prioritisation

Product Design

Product Research

Product Development Process

Product Ethics

Product Discovery

Product Leadership

Product Management Career

Product Strategy

Stakeholder Management

🌎 <a href="https://www.mindtheproduct.com/world-product-day/" style="color:#FFFFFF;text-decoration:underline;">Happy World Product Day!</a> Be sure to celebrate product, yourself, and your peers today! 🎉

How much are product managers getting paid in 2024?

Leading product ops at Delivery Hero with Koen Dubelaar

Connecting fans to creators at Spotify (Dariusz Dziuk, Product Lead, Spotify)

“You’re not as competent as you think” 5 lessons from Ken Chin on navigating a product career (CPO, Spark Networks)

Everything wrong with the product management job market. And how to fix it

I've been in the digital industry for over 10 years and have worked across small and large charities, as well as my own freelance projects. I am now Director of Digital at the sector leading creative agency William Joseph. 

Having been at Cancer Research UK for the last four years, I have been able to work on high volume, high profile campaigns such as Race for Life, Dryathlon and the much-quoted #nomakeupselfie. 

In that time I helped drive forward the charity’s digital product and marketing capabilities to be some of the most respected and successful in the sector. 

I'm always excited to work with other organisations, share expertise and swap cat gifs. Give me a shout!

Director of Digital

James Gadsby Peet

<p>In this thought-provoking keynote from #mtpcon London, Google Scholar and UN Advisor Kriti Sharma discusses the impact of artificial intelligence on decision making and what we, as product people, should be doing to ensure this decision making is ethical and fair.</p>
<h4><span style="font-weight: bold;">Key Points</span></h4>
<ul>
<li><i> Machine learning and decision making is often based on biased historical patterns and data</i></li>
<li><span style="font-style: italic;">Avoiding bias relies upon better understanding the user</span></li>
<li><span style="font-style: italic;">People can be more trusting of machines than other humans</span></li>
<li><span style="font-style: italic;">To create successful/useful products you must bring people together from different backgrounds</span></li>
</ul>
<p>Kriti begins by talking about the robots she sees currently being built all around the world. These, she explains, are designed to increasingly make decisions for us &#8211; decisions that can be anything from the next YouTube videos we see and the jobs we should apply for to whether we should be given access to loans.</p>
<p>The algorithms that robots use to make decisions are based on a combination of what they know about us, historical patterns, and data. For example,<span style="font-weight: bold;"> </span>there are well-documented examples of facial recognition software failing more regularly for dark-skinned people, and this happens because the software is typically trained on the faces of its software engineers.</p>
<p><img loading="lazy" decoding="async" class="size-large wp-image-17965 alignright" src="https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaks-at-mtpcon-London-1024x684.jpg" alt="Kriti Sharma speaks at mtpcon London" width="1024" height="684" srcset="https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaks-at-mtpcon-London-1024x684.jpg 1024w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaks-at-mtpcon-London-300x200.jpg 300w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaks-at-mtpcon-London-768x513.jpg 768w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaks-at-mtpcon-London.jpg 2048w" sizes="(max-width: 1024px) 100vw, 1024px" /></p>
<p>However, it&#8217;s when AI-driven decisions have an adverse impact on our lives that things start to get serious and so, as product managers, we must make better decisions to avoid bias in these decision-making tools.</p>
<h2>The Opportunity Before us</h2>
<p>Kriti believes that with the product vision and frameworks we, as product managers have, we are faced with an opportunity &#8211; to start embedding a more conscious mindset and ensure more ethical decision making. This, she says, begins with a better understanding of the people our products serve because, the more perspectives we have, the better the decisions we will make.</p>
<h2>Trust in Machines</h2>
<p>She goes on to talk about <a href="https://www.hirainbow.org/" target="”_blank”" rel="”noopener” noopener noreferrer">Rainbow</a> &#8211; a companion tool for people facing domestic abuse, that enables them to ask for help. This tool was built to be human-centred and look at the problems faced by people who suffer abuse.</p>
<p><img loading="lazy" decoding="async" class="size-large wp-image-17964 alignright" src="https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaking-at-mtpcon-London-2019-1024x684.jpg" alt="Kriti Sharma speaking at mtpcon London 2019" width="1024" height="684" srcset="https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaking-at-mtpcon-London-2019-1024x684.jpg 1024w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaking-at-mtpcon-London-2019-300x200.jpg 300w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaking-at-mtpcon-London-2019-768x513.jpg 768w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-speaking-at-mtpcon-London-2019.jpg 2048w" sizes="(max-width: 1024px) 100vw, 1024px" /></p>
<p>When the service launched it showed Kriti that a solution that is empathetic, non-judgemental, and available when people need it, can help to solve problems in a very different way. Data from Rainbow has also shown her that people are sometimes more trusting of machines than of people.</p>
<h2>Gender Inequality in AI</h2>
<p>We have an obsession with giving AI systems a personality. Kriti references some examples including Alexa, Siri, and Cortana. These, she says have some things in common &#8211; they are mostly female, or have very female personalities, and help with tasks such as ordering your shopping or playing your favourite music. In contrast, male examples like IBM Watson and Salesforce Einstein make important business decisions for us. So there is much gender inequality in the way we design AI and machine learning personas, and Kriti believes that we should do better.</p>
<p>To do this we need to:</p>
<ul>
<li>Follow simple frameworks</li>
<li>Look at how we reflect real-world society in digital lives</li>
</ul>
<h2>Tackling Unintended Consequences</h2>
<p>Kriti references a <a href="https://medium.com/wellcome-data-labs/who-is-responsible-for-tech-that-goes-wrong-we-all-are-so-lets-do-our-part-dec05224b57b" target="”_blank”" rel="”noopener” noopener noreferrer">framework </a>designed by <a href="https://wellcome.ac.uk/about-us/teams/wellcome-data-labs" target="”_blank”" rel="”noopener” noopener noreferrer">Wellcome Trust Data Labs</a>, it&#8217;s a simple tool which she thinks could be very useful for product design. It looks at the different ways products can be used, from the expected use cases to the unintended abuse and misuse cases. Kriti thinks that by incorporating a framework like this at the point of design we can better manage our products, and minimise the likelihood of the negative outcomes we see in some AI products.</p>
<p><img loading="lazy" decoding="async" class="size-large wp-image-17963 alignright" src="https://www.mindtheproduct.com/wp-content/uploads/2019/11/48944541337_c980cace56_k-1024x683.jpg" alt="Mind the Product London 2019" width="1024" height="683" data-wp-editing="1" srcset="https://www.mindtheproduct.com/wp-content/uploads/2019/11/48944541337_c980cace56_k-1024x683.jpg 1024w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/48944541337_c980cace56_k-300x200.jpg 300w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/48944541337_c980cace56_k-768x512.jpg 768w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/48944541337_c980cace56_k.jpg 2048w" sizes="(max-width: 1024px) 100vw, 1024px" /></p>
<h2>Be More Forward-Thinking</h2>
<p>Finally, Kriti talks through some of the principles she has found helpful when designing products.</p>
<p>She says that AI should reflect the diversity of the users it serves. AI should also be held to account. If a machine makes a recommendation or provides insight, how do you make sure the user can trust it &#8211; who is accountable?</p>
<p>AI should be rewarded for showing its workings too. It can be very helpful  to get a deeper understanding of decisions. Areas like criminal justice healthcare, social care, financial services all require an understanding of how and why decisions are being made. These can then be interrogated for more information to make the next set of decisions either by humans or AI.</p>
<p>Finally,AI will replace but it should also create, says Kriti. It will replace certain jobs, undoubtedly, but it also creates new opportunities. So when the machines do take over, at least they should be nice!</p>
<p><img loading="lazy" decoding="async" class="aligncenter size-large wp-image-17961" src="https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-at-mtpcon-London-1024x724.jpg" alt="Kriti Sharma at mtpcon London" width="1024" height="724" srcset="https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-at-mtpcon-London-1024x724.jpg 1024w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-at-mtpcon-London-300x212.jpg 300w, https://www.mindtheproduct.com/wp-content/uploads/2019/11/Kriti-Sharma-at-mtpcon-London-768x543.jpg 768w" sizes="(max-width: 1024px) 100vw, 1024px" /></p>
<p><em>This article is part of our AI Knowledge Hub, created with <a href="https://www.pendo.io/?&amp;utm_source=mtp&amp;utm_medium=website&amp;utm_campaign=ai-hub-post" target="_blank" rel="noopener">Pendo</a>. For similar articles and even more free AI resources, <a class="c-link" href="https://www.mindtheproduct.com/ai-knowledge-hub/" target="_blank" rel="noopener noreferrer" data-stringify-link="https://www.mindtheproduct.com/ai-knowledge-hub/" data-sk="tooltip_parent">visit the AI Knowledge Hub now.</a></em></p>

core/freeform

AI ethics advice from former White House technologist – Kasia Chmielinski (Co-founder, The Data Nutrition Project)

How Google makes AI work at Enterprise scale – Miku Jha (Director, AI/ML and Generative AI, Google Cloud)

LLM workflows for product managers: 3 key takeaways (Niloufar Salehi, Assistant Professor at UC Berkeley) – ProductTank SF

The future of product management: Insights from ProductTank San Francisco

Product lessons learned making early moves with AI in media: Lindsey Jayne (CPO, Financial Times)

A year with ChatGPT and product innovation: Navigating the AI landscape

How to keep your head about generative AI (when everyone is losing theirs) by Claire Woodcock

Can AI Create a Fairer World? By Kriti Sharma

James Gadsby Peet