Three Tips for Successful Automated Debt Collection

by Laura Burrows 6 min read November 9, 2023

Automation, artificial intelligence and machine learning are at the forefront of the continued digital transformation within the world of collections. And organizations from across industries — including healthcare, financial services and the public sector — are learning how automated debt collection can improve their workflows and strategies.

When implemented well, automation can ease pressure from call center agents, which can be especially important when there’s a tight labor market and retention is top of mind for every employer. Automated systems can also help improve recovery rates while minimizing the risk of human error and the corresponding liability.

These same systems can increase long-term customer satisfaction and lifetime value. Deeper insights into consumers’ financial situations and preferences allow you to avoid wasting resources and making contact when consumers are truly unable to pay. Instead, monitoring and following up with their preferred contact method can be a more successful approach — and a better experience for consumers.

Three tips for automated debt collection

Automation and artificial intelligence (AI) aren’t new to collections. You may have heard about or tried automated dialing systems, chatbots, text message services and virtual negotiators. But the following three points can be important to consider as the technology and compliance landscapes change.

1. Good automation depends on good data

Whether you’re using static automated systems to improve efficiencies or using a machine learning model that will adapt over time, the data you feed into the system needs to be accurate. The data can be internal, from call center agents and your customers, and external sources can help verify and expand on what you know.

With your internal systems, consider how you can automate processes to limit human errors. For example, you may be able to auto-fill contact information for customers and agents — saving them time and avoiding typos that can cause issues later.

External data sources can be helpful in several ways. You can use third-party data as a complementary resource to help determine the best address, phone number or email address to increase right-party contact (RPC) rates. External sources can also validate your internal data and automatically highlight errors or potentially outdated information, which can be important for maintaining compliance.

Robust and frequently updated datasets can make your collection efforts more efficient and effective. An automated system could be notified when a debtor resurfaces or gets a new job, triggering new reminders or requests for payment. And if you’re using the right tools, you can automatically route the account to internal or external servicing and prioritize accounts based on the consumer’s propensity to pay or the expected recovery amount.

LEARN MORE: Advanced analytics involves using sophisticated techniques and tools to analyze complex datasets and extract valuable insights. Learn about the benefits of advanced analytics in delinquent debt collection.

2. Expand consumers’ communication options and choices

Your automated systems can suggest when and who to contact, but you’ll also want them to recommend the best way to contact consumers. An omnichannel strategy and digital-first approach is increasingly the preferred method by consumers, who have become more accustomed to online communications and services. In fact, companies with omnichannel customer engagement strategies retain on average 89% of their customers compared to 33% of retention rates for companies with weak omnichannel strategies.

Organizations can benefit by using alternative communication methods, such as push notifications, as part of an AI-driven automated process. These can be unobtrusive reminders that gently nudge customers without bothering them, and send them to self-cure portals.

Many consumers may need to review the payment options before committing — perhaps they need to check their account balances or ask friends or family for help. Self-service options through an app or web portal can give them choices, such as a single payment or payment plan, without having to involve a live agent.

3. Maintaining compliance must be a priority

Organizations need to be ready to adjust to a rapidly changing compliance environment. Over the last few years, organizations have also had to react to changes that can impact Telephone Consumer Protection Act (TCPA) compliance.

The automated systems you use should be nimble enough to comply with required changes, and they should be able to support your overall operation’s compliance. In particular, you may want to focus on how automated systems collect, verify, safeguard and send consumers’ personal information.

Why partner with Experian?

Whether you’re looking to explore or expand your use of automated systems in your collection efforts, you want to make sure you’re taking the right approach. Experian helps clients balance effective collections and a great customer experience within their given constraints, including limited budgets and regulatory compliance.

The Experian Ascend Intelligence Platform and Experian Decisioning solutions are also making AI-driven automated systems accessible to more lenders and collectors than ever before. Taking a closer look at Experian’s offerings, we can focus on three particular areas:

Industry-leading data sources

Experian’s data sources go well beyond the consumer credit database, which has information on over 245 million consumers. Clients can also benefit from alternative financial services data, rental payment data, modeled income estimates, information on collateral and skip tracing data. And real-time access to information from over 5,000 local exchange carriers, which can help you validate phone ownership and phone type.

Tools for maximizing recovery rates

Experian helps clients turn data into insights and decisions to determine the best next step. Some of Experian’s offerings include:

  • Collection AdvantageSM: A one-stop shop for comprehensive and efficient debt collection, Collection AdvantageSM allows you to segment, prioritize and make contact on collections accounts by leveraging speciality collection scoring models.
  • PriorityScore for CollectionsSM: Over 60 industry-specific debt recovery scores that can help you prioritize accounts based on the likelihood to pay or expected recovery amount.
  • RecoveryScore 2.0: Helps you prioritize charged-off accounts based on collectability.
  • TrueTrace™ and TrueTrace Live™: Find consumers based on real-time contact information. We’ve seen a 10 percent lift in RPC with clients who use Experian’s locating tools, TrueTrace or TrueTrace Live.
  • Collection Triggers℠: Sometimes, waiting is the best option. And with an account monitoring tool like Collection Triggers℠, you’ll automatically get notified when it makes sense to reach out.
  • RPC contact scores: Tools like Phone Number ID™ and Contact Monitor™ can track phone numbers, ownership and line type to determine how to contact consumers. Real-time data can also increase your RPC rates while limiting your risk.

LEARN MORE: See how Collection Triggers can help you establish a more profitable debt collection strategy to increase recovery rates.

You can use these, and other, tools to prioritize collection efforts. Experian clients also use different types of scores that aren’t always associated with collections to segment and prioritize their collection efforts, including bankruptcy and traditional credit-based scores.

Custom models based on internal and external scores can also be beneficial, which Experian can help you build, improve and house.

Prioritize collections activities with confidence

Collections optimization comes down to making the right contact at the right time via the right channel. Equally important is making sure you’re not running afoul of regulations by making the wrong contact.

Experian’s data standards and hygiene measures can help you:

  • Identify consumers who require special handling
  • Validate email addresses and identify work email addresses
  • Get notified when a line type or phone ownership changes
  • Append new contact information to a consumer’s file
  • Know when to reach out to consumers to update contact information and permissions
  • Recommend the best way to reach consumers

Automated tools can make these efforts easier and more accurate, leading to a better consumer experience that increases the customer’s lifetime value and maximizes your recovery efforts.

Learn more

Related Posts

How Caliber Financial Uses Data to Drive Better Decisions

Learn how Caliber Financial uses Experian data to improve lead targeting, underwriting and AI-driven decisioning for better outcomes.

Published: July 14, 2026 by Scarlet Nickel
What Is Agentic Commerce? Why Trust Will Define the Next Era of AI-Powered Shopping

Learn what agentic commerce is, why AI agents are transforming digital commerce and how Agent Trust builds trusted AI interactions.

Published: July 14, 2026 by Laura Burrows
Ask the Expert: A closer look at financial inclusion with Corliss Hill and Dr. Vaneesha Dutra

Consumer visibility is changing Roughly 45 million Americans, or 1 in 5 consumers, are considered credit invisible or unscoreable.[1] They’re working, paying bills and participating in the economy, yet many are not fully visible during the lending process. That creates both a visibility challenge and a growth opportunity for lenders. In this Ask the Expert session, Corliss Hill, Senior Director, Inclusion and Belonging at Experian, joins Dr. Vaneesha Dutra, Endowed Professor of Finance at Morehouse College, to discuss how evolving consumer behaviors are reshaping conversations around financial inclusion and lending decisions. For lenders, visibility matters because confident decisions depend on reliable context and insight. Broader consumer signals can help institutions better understand repayment behaviors, financial stability and consumer capacity. “The benefit of banks using alternative data is that they capture a very significant and new consumer base. That's 20% of the population, 45 million Americans.”Dr. Vaneesha Dutra, Endowed Professor of Finance A more complete understanding of today’s consumers Today’s consumers often manage obligations across a wide range of payment types and financial channels, creating additional signals through cash flow activity, recurring payments and consumer-permissioned financial data. Rent, utilities, subscriptions and mobile phone payments can all provide meaningful insight into how consumers manage their financial lives. What’s changing isn’t the need for risk assessment. It’s the amount of consumer behavior lenders can now evaluate. For example, a consumer experiencing temporary financial disruption may fall behind on certain obligations while continuing to consistently pay rent, utilities and phone bills. Those recurring payment behaviors can provide important context into financial priorities and stability. “These are consumers that pay rent on time every month, pay utilities every month on time and meet many other financial obligations in a timely manner.”Dr. Vaneesha Dutra, Endowed Professor of Finance From visibility to more-informed decisioning Broader consumer insights may help lenders move from limited visibility to more informed decisioning. The conversation shifts when lenders move from asking: “Should we take a risk on this consumer?” to: “Do we have enough information to fully understand this consumer?” That broader context can help institutions: Strengthen risk assessment. Identify financially active consumers with strong repayment behaviors. Support more informed lending strategies. Alternative data isn’t about replacing established credit approaches. It’s about helping lenders build on trusted credit foundations with additional context and insight. Responsible lending starts with better context For lenders, the path forward is practical and actionable. As lenders evaluate broader consumer behaviors, three priorities become increasingly important: Modernize data strategies Incorporate broader consumer signals alongside existing credit data to create a more holistic view of repayment behavior and financial stability. Engage consumers earlier Earlier intervention may help lenders better support consumers before financial challenges become more severe. Create pathways to financial access Smaller lending opportunities can help consumers establish stronger financial profiles and demonstrate positive repayment behaviors over time. The institutions that lead will be the ones that can combine strong risk practices with a broader understanding of consumer behavior. Whitepaper: Bridging the credit divide: income, risk and inclusion in consumer finance Building on the themes discussed in this Ask the Expert session, Dr. Dutra explores how demographic shifts, evolving borrower behaviors and broader consumer visibility are reshaping lending strategies and what they mean for lenders seeking to balance growth, risk management and financial inclusion. Download whitepaper Explore alternative data with Experian Experian can help lenders combine broader consumer insights with trusted credit data to strengthen decisioning, improve risk assessment and support more-informed lending strategies. With solutions spanning identity, cash flow and advanced analytics, lenders can gain a more complete view of consumer behavior and expand access to credit with greater confidence. Learn more Watch episode 1 About our experts Corliss Hill Senior Director, Belonging Business Partner, Experian Corliss Hill is a collaborative leader well-versed in working with executive stakeholders, crossfunctional teams, external partners and community organizations to design and deliver initiatives and programs that create sustainable impact. With over 25 years of extensive experience in multicultural marketing, communications, PR and inclusion and belonging initiatives, she is dedicated to advancing equitable access to financial. Her mission is to drive impactful marketing initiatives that foster meaningful change and address systemic barriers to inclusion and the communities they serve.Hill has been a part of the Experian family since 2021, and resides in Atlanta with her daughter who is a rising 11-year-old entrepreneur. Vaneesha Dutra, Ph.D. Endowed Professor of Finance and Associate Dean, Morehouse College Vaneesha Dutra, Ph.D., serves as Associate Dean in the Division of Business and Economics. With more than 20 years of experience spanning higher education, banking and real estate, Dr. Dutra’s work focuses on the racial and gender wealth gap, financial literacy and financial decision-making. She is an active researcher and consultant whose work has earned numerous grants and fellowships, including serving as the inaugural Tracy A. Pruitt Visiting Research Faculty Fellow at the Wharton School of Business. Dr. Dutra has also been named a Research Faculty Fellow for both the Center for Black Entrepreneurship and the PNC Bank Center for Entrepreneurship. [1] Consumer Financial Protection Bureau, Expanding access to credit.

Published: July 13, 2026 by Julie.JLee@experian.com