5 reasons delivery teams should include policy experts in the age of AI

Sandwish via Getty Images

COMMENTARY | Policy experts are uniquely equipped to leverage AI in bridging the gap between policy and implementation.

When building a new digital service or modernizing a legacy one, innovation in government requires navigating a complex web of regulations that span programs and jurisdictions. While policies are specific about program outcomes, they're often vague about implementation, leaving administrators to determine the best path forward.

To bridge the gap between policy and implementation, agile teams should embed policy experts who are fluent in the regulatory landscape and agile practices. This will enable government systems to meet peopleʼs needs while staying compliant. 

Additionally, the rise of artificial intelligence, particularly large language models, presents new opportunities for tools that interpret policy. When introducing AI-enabled tools onto delivery teams, policy expert oversight is crucial to vet the toolʼs output and leverage it to its full potential.

Clarify Policy Mandates

An embedded policy expert can help teams distinguish true policy mandates from operational norms, which may result from outdated staffing structures or technical debt and can delay benefit delivery. For teams working on program improvements, policy experts can ensure that a programʼs function is compliant while leaving the opportunity to streamline and reform processes.

In doing so, policy experts can leverage AI-powered tools to quickly search for relevant provisions across vast bodies of law and regulations. Policy experts are uniquely equipped to craft meaningful prompts that will guide the LLM to retrieve appropriate and comprehensive information. 

For example, they understand when there are cross-jurisdictional policies to consider and can prompt the LLM to pull provisions from each source. This will reduce the likelihood of the LLM providing an incomplete or inaccurate answer because it missed one or more policy sources. Moreover, policy experts are aware of temporary exemptions or waivers, such as those implemented across safety net programs during the COVID19 pandemic.

Enable Innovation

Without a deep understanding of policy, it can be difficult for delivery teams to move past the status quo. This is because policy errors like overpayments or legal violations can lead to denying eligible populations critical benefits.

Once a team understands which operations are policy-mandated, they can make meaningful, compliant improvements. For example, a delivery team might suggest changes that reduce staff frustrations, such as editing application questions or streamlining reporting requests. A policy expert can advise on whether those changes are compliant.

Policy experts can leverage AI-enabled tools to identify data patterns that reveal whether an issue stems from policy or something else. For instance, AI-powered tools can analyze claims decisions or call logs to surface patterns. 

Those patterns can help policy experts identify bottlenecks, such as unusually high denial rates clustered around a specific eligibility question or spikes in call volume when letters are mailed to beneficiaries. Then, a policy expert can help the team confirm whether the issue stems from policy language, system design, or something else.

Increase the Speed of Agile Teams

Embedded policy experts can accelerate delivery by translating dense legal language into actionable guidance tailored for engineers, designers, or product managers. Providing such guidance in real time informs key decisions and kickstarts development.

For example, this year the Internal Revenue Service released new guidance on taxing paid family and medical leave contributions and benefits. Policy experts can help teams meet that guidance and comply with the necessary changes by breaking it down for multiple audiences. This might include a detailed memo with calculation scenarios for engineers or user stories for designers.

Policy experts can use AI-enabled tools to help communicate with delivery teams, as itʼs increasingly good at translating dense legal language into plain, accessible prose and providing citations. 

An AI-enabled tool might create initial draft memos and scenarios, freeing up the policy expert to break down more complex edge cases. However, itʼs important that the policy expert confirms the AI summary doesnʼt oversimplify, conflate policies, or drop critical nuance that could lead to non-compliance or ineligible decisions.

Bridge Silos Across Teams

Policy experts can bridge silos across IT, legal and operations teams by establishing shared knowledge. Policy experts define whatʼs a regulatory must-have versus a nice-to-have and create key policy term glossaries, which maintain consistent definitions of terms like eligibility, overpayment, and work status. This shared language reduces confusion and fosters trust across government and delivery teams.

Policy experts can leverage AI-enabled tools to rapidly generate summaries of different team documents or craft tailored communications for various stakeholders. AI cannot, however, build trust or navigate the interpersonal dynamics required to facilitate difficult conversations between teams. These soft skills are what make a human expert an invaluable liaison.

Provide Recommendations to Change Policy When Needed

Policy experts can identify long-term policy opportunities by keeping a backlog of suggested policy changes. They can then help teams weigh the level of effort required to implement those changes against the potential impact. Policy experts also ensure any proposed change doesn't impact compliance with existing regulations. 

Finally, the policy expert can formulate a strategic recommendation for next steps, build a compelling case, and navigate the legislative or internal processes to help government leaders enact the policy change.

AI-enabled tools can help policy experts identify trends that provide a basis for reform, such as spikes or dips in enrollment or denial rates. Itʼs up to the policy expert to interpret the results, weigh political realities, and develop strategic recommendations to navigate legislative and operational environments.

Conclusion

In an era of thick policy rulebooks and fast-changing mandates, policy expertise is a strategic investment that pays dividends in de-risked projects, faster delivery, and a better experience for government staff and the public. By embedding policy experts on agile delivery teams, agencies can ensure their digital services are compliant, effective, and truly meet the needs of the people they serve. 

Policy experts can leverage AI-powered tools to quicken their efforts supporting delivery teams. However, policy experts cannot rely solely on AI; their oversight and expertise is necessary to unpack policy and operational nuances and navigate complex political environments in order to achieve successful delivery outcomes.

Alicia Benish is a senior policy strategist at Nava. Previously, Alicia gained over a decade of experience working in community and public health.

Martelle Esposito is the director of partnerships and advocacy at Nava and co-lead of Nava Labs. Prior to Nava she held roles in nonprofits and academia, managing programs, grants and government affairs.

X
This website uses cookies to enhance user experience and to analyze performance and traffic on our website. We also share information about your use of our site with our social media, advertising and analytics partners. Learn More / Do Not Sell My Personal Information
Accept Cookies
X
Cookie Preferences Cookie List

Do Not Sell My Personal Information

When you visit our website, we store cookies on your browser to collect information. The information collected might relate to you, your preferences or your device, and is mostly used to make the site work as you expect it to and to provide a more personalized web experience. However, you can choose not to allow certain types of cookies, which may impact your experience of the site and the services we are able to offer. Click on the different category headings to find out more and change our default settings according to your preference. You cannot opt-out of our First Party Strictly Necessary Cookies as they are deployed in order to ensure the proper functioning of our website (such as prompting the cookie banner and remembering your settings, to log into your account, to redirect you when you log out, etc.). For more information about the First and Third Party Cookies used please follow this link.

Allow All Cookies

Manage Consent Preferences

Strictly Necessary Cookies - Always Active

We do not allow you to opt-out of our certain cookies, as they are necessary to ensure the proper functioning of our website (such as prompting our cookie banner and remembering your privacy choices) and/or to monitor site performance. These cookies are not used in a way that constitutes a “sale” of your data under the CCPA. You can set your browser to block or alert you about these cookies, but some parts of the site will not work as intended if you do so. You can usually find these settings in the Options or Preferences menu of your browser. Visit www.allaboutcookies.org to learn more.

Sale of Personal Data, Targeting & Social Media Cookies

Under the California Consumer Privacy Act, you have the right to opt-out of the sale of your personal information to third parties. These cookies collect information for analytics and to personalize your experience with targeted ads. You may exercise your right to opt out of the sale of personal information by using this toggle switch. If you opt out we will not be able to offer you personalised ads and will not hand over your personal information to any third parties. Additionally, you may contact our legal department for further clarification about your rights as a California consumer by using this Exercise My Rights link

If you have enabled privacy controls on your browser (such as a plugin), we have to take that as a valid request to opt-out. Therefore we would not be able to track your activity through the web. This may affect our ability to personalize ads according to your preferences.

Targeting cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.

Social media cookies are set by a range of social media services that we have added to the site to enable you to share our content with your friends and networks. They are capable of tracking your browser across other sites and building up a profile of your interests. This may impact the content and messages you see on other websites you visit. If you do not allow these cookies you may not be able to use or see these sharing tools.

If you want to opt out of all of our lead reports and lists, please submit a privacy request at our Do Not Sell page.

Save Settings
Cookie Preferences Cookie List

Cookie List

A cookie is a small piece of data (text file) that a website – when visited by a user – asks your browser to store on your device in order to remember information about you, such as your language preference or login information. Those cookies are set by us and called first-party cookies. We also use third-party cookies – which are cookies from a domain different than the domain of the website you are visiting – for our advertising and marketing efforts. More specifically, we use cookies and other tracking technologies for the following purposes:

Strictly Necessary Cookies

We do not allow you to opt-out of our certain cookies, as they are necessary to ensure the proper functioning of our website (such as prompting our cookie banner and remembering your privacy choices) and/or to monitor site performance. These cookies are not used in a way that constitutes a “sale” of your data under the CCPA. You can set your browser to block or alert you about these cookies, but some parts of the site will not work as intended if you do so. You can usually find these settings in the Options or Preferences menu of your browser. Visit www.allaboutcookies.org to learn more.

Functional Cookies

We do not allow you to opt-out of our certain cookies, as they are necessary to ensure the proper functioning of our website (such as prompting our cookie banner and remembering your privacy choices) and/or to monitor site performance. These cookies are not used in a way that constitutes a “sale” of your data under the CCPA. You can set your browser to block or alert you about these cookies, but some parts of the site will not work as intended if you do so. You can usually find these settings in the Options or Preferences menu of your browser. Visit www.allaboutcookies.org to learn more.

Performance Cookies

We do not allow you to opt-out of our certain cookies, as they are necessary to ensure the proper functioning of our website (such as prompting our cookie banner and remembering your privacy choices) and/or to monitor site performance. These cookies are not used in a way that constitutes a “sale” of your data under the CCPA. You can set your browser to block or alert you about these cookies, but some parts of the site will not work as intended if you do so. You can usually find these settings in the Options or Preferences menu of your browser. Visit www.allaboutcookies.org to learn more.

Sale of Personal Data

We also use cookies to personalize your experience on our websites, including by determining the most relevant content and advertisements to show you, and to monitor site traffic and performance, so that we may improve our websites and your experience. You may opt out of our use of such cookies (and the associated “sale” of your Personal Information) by using this toggle switch. You will still see some advertising, regardless of your selection. Because we do not track you across different devices, browsers and GEMG properties, your selection will take effect only on this browser, this device and this website.

Social Media Cookies

We also use cookies to personalize your experience on our websites, including by determining the most relevant content and advertisements to show you, and to monitor site traffic and performance, so that we may improve our websites and your experience. You may opt out of our use of such cookies (and the associated “sale” of your Personal Information) by using this toggle switch. You will still see some advertising, regardless of your selection. Because we do not track you across different devices, browsers and GEMG properties, your selection will take effect only on this browser, this device and this website.

Targeting Cookies

We also use cookies to personalize your experience on our websites, including by determining the most relevant content and advertisements to show you, and to monitor site traffic and performance, so that we may improve our websites and your experience. You may opt out of our use of such cookies (and the associated “sale” of your Personal Information) by using this toggle switch. You will still see some advertising, regardless of your selection. Because we do not track you across different devices, browsers and GEMG properties, your selection will take effect only on this browser, this device and this website.