All posts by Managing Editor, Experian Software Solutions

  In honor of International Women's Day, we've curated a list of our top stories from over the past year authored by women leading change in the data, analytics, and technology industry. Right offer, right time: What organizations really need from digital decisioning software By Donna DePasquale, executive vice president, Global Decisioning Software The true potential of digital decisioning brings to mind the intrinsic reward of talking with someone that really gets you. It’s that “aha” moment when they say just what you needed to hear or offer the help you wanted—without you having to ask. The rise of digital decisioning software enables organizations to scale a similar level of personalization, offering customers what they need at the exact right time. And organizations that do it well dramatically improve the customer experience and drive loyalty and revenue in the process. But realizing this promise takes the right tools. The most effective decisioning platforms include a powerful combination of data, analytics, and technology. Equally important, the software must allow non-technical users to update and change strategies to better meet customer and organization needs without burdening IT.  …Read more   Consumer demand for digital will persist and the customer journey will be redefined By Stacy Schulman, senior director of marketing, Global Decision Analytics With the turn of a new year, there’s positive news that a vaccine is making its way to local communities. As businesses set their goals and strategic agendas, a top question comes to mind: what consumer trends are here to stay post-pandemic. While it’s difficult to predict the future, we believe many of the digital behaviors and expectations observed in the past year will persist, calling upon businesses to do more with their data, analytics, and technology to bridge online and offline customer experiences. For over the past year of the pandemic, we’ve conducted a study that looks at the impact of Covid-19 on consumer digital banking and shopping behaviors and businesses’ strategies and priorities to support their customers. …Read more   Insights into Action podcast: Present and future of digital identity with Nick Maynard and David Britton By Angela Gonzalez-Rodrigues, podcast host and marketing manager, Global Decision Analytics The concept of digital identity and the ways it can be applied has been discussed for many years. While this has traditionally been more of a philosophical discussion, this notion has beginning to shape over the past twelve months, making waves across markets and driving, making many in the industry wonder what has changed to prompt that shift. In a recent episode of the Insights in Action series, Nick Maynard from Juniper Research and David Britton from Experian Decision Analytics explored the pandemic’s transformative effect on the prospects of digital identity. Over the past year, reliance on e-commerce has increased significantly increased globally, boosted by new consumer and business needs and efforts to observe social distancing and cope with the side-effects of lockdowns. …Have a listen   Has my data lake turned into a data swamp? By Andrea Nighswander, senior manager of solution strategy, Global Identity & Fraud In many respects, the explosion in the type and volume of customer data businesses gather to facilitate security, ensure a convenient, user-friendly approach to customer interactions, and personalize interactions is a double-edged sword. In an era when businesses are awash in data, customers’ expectations regarding its use continue to grow. Nonetheless, when it comes time to recognize a consumer by utilizing the data, there is a disconnect between how confident businesses are in their ability to recognize the consumer and the consumer’s confidence in businesses’ ability to do the same. According to our global research, 95% of businesses say they can recognize their customers yet 45% of consumers don’t feel recognized. …Read more   Biometrics as the catalyst for trust in a socially distanced world By Gena Boutin, vice president platform go-to-market success, Global Identity & Fraud According to our global research, 81% of consumers view physical biometrics as the more secure form of identity verification Conversely, as user IDs and passwords become more exposed to fraudsters, various organizations across industries are using biometrics to develop next-generation identification controls that combat fraud, make transactions more secure, and create trusted enhanced customer experiences. Driving adoption is certainly key to effect change. The good news is that biometric authentication is already part of our daily lives. Facial recognition to unlock mobile devices and fingerprint scanners to facilitate purchases are only a couple of examples of how engrained biometrics already are in our daily lives.  …Read more   Other related stories: Women Making Waves in Tech, a podcast series Game changers: Women in AI Video interview of Marika Vilen at Experian on identity verification 

Did you miss these February business headlines? We’ve compiled the top global news stories that you need to stay in-the-know on the latest hot topics and insights from our experts. Experian launches new anti-fraud platform for digitally accelerated world Financial IT covers the latest on tools to help businesses safely meet the rapid increase in demand for digital services and online accounts. Eduardo Castro, Head of Identity & Fraud, speaks to gaining confidence in preventing fraud while meeting these new business challenges. Experian helps Atlas Credit double approval rates while reducing credit losses by up to 20 percent This Global FinTech Series article provides insights on efforts to make the power of artificial intelligence accessible for lenders of all sizes. Shri Santhanam, Executive Vice President and General Manager of Global Analytics and AI, shares background on constantly-changing economic conditions impacting credit models and how to rapidly develop and deploy models to keep up. 60 percent of consumers are using a universal mobile wallet New research shows a continuing trend toward digital transactions and mobile wallet payments. Steve Wagner, Global Managing Director of Decision Analytics, speaks to consumer and business insights on the increased demand and what businesses need to consider to ensure positive customer journeys that support these shifts. Why digital identity and the customer journey is crucial for today’s businesses Steve Pulley, Managing Director of Data Analytics, explores business opportunities stemming from the massive increase in consumers accessing services online. Taking the right steps not only helps ensure business survival but sustainable success. The key is fundamentals including the customer journey and digital identity. How modern data strategies underpin the digital identity and authentication practices critical to digital transformation In this Datanami article covering our progression toward a 'contactless world,' modern fraud prevention is explored. Dealing with a tremendous amount of data to offer security, while bearing in mind customer convenience, requires sophisticated technology. Holistic approaches both improve operations and helps keep pace with fraudsters to protect customers. Stay in the know with our latest insights:

Artificial Intelligence (AI) offers people and companies many advantages, and we interact with it every day. From the technology we use to do simple things like heating and cooling our homes, to more advanced tools that map potential disease outbreaks across the globe. AI is also being used more and more in the financial services sector – from matching new customers with the right loan and terms to assisting with transactions in real-time online. In a recent study, we found two-thirds of businesses surveyed globally are using AI to help manage their businesses today. More businesses are keen to use AI but are challenged to fulfill requirements for decision explainability – a must-do for ensuring consumers are treated fairly. The history of AI AI stems from the realization of the potential of computation. The father of theoretical computer science and AI, Alan Turing, introduced a theoretical mathematical model of computation – aptly named the Turing Machine – in 1936. He described this machine as being capable of computing anything computable. By 1950, his work posed the question “Can machines think?” He introduced the Turing Test, still in use today to subjectively evaluate whether a machine is intelligent based on its ability to have a conversation. Six years later, in 1956, prominent computer scientists proposed the famous Dartmouth Summer Project. Advanced concepts were introduced and discussed and the term "artificial intelligence" was first coined. Over the following two decades, AI flourished. Computers became not only faster, cheaper, and more accessible, but they were progressively able to store more information. Meanwhile, machine learning algorithms continued to improve, getting the interest of experts in different fields and industries and taking the realm of artificial intelligence to a tipping point in the early ’80s. Back then, John Hopfield and David Rumelhart popularized “deep learning” techniques which allowed computers to learn from experience. Meanwhile, Edward Feigenbaum introduced expert systems which mimicked the decision-making process of a human expert, allowing the program to ask an expert in a field how to respond in a given situation and to learn from it. How can AI benefit both businesses and consumers? Following these early milestones, the advanced analytics sector has experienced explosive growth – with AI impacting many aspects of our lives today. While most people have come to realize that AI can be beneficial, even since the early days, there have been many different views on how those involved in programming the algorithms must take the necessary steps to prevent AI from reinforcing stereotypes, widening wealth and educational gaps, or providing incorrect answers at critical junctures such as in a medical setting. As an example of what not to do: a famous language model was trained using 8 million pages sourced directly from the web. So, implicit in this model are the preconceptions and biases included in its training data. In this case, it led to a model with a trend towards greater male bias in more senior, higher-paying jobs. How to determine fairness in AI models So how can we ensure that the use of AI does not reinforce societal racism, sexism, or other stereotypes? That leads us to define fairness. It’s the impartial and just treatment of people without favoritism or discrimination; when no unjustified distinctions occur based on groups, classes, or other categories to which they are perceived to belong. But, within the world of AI, there are varying approaches to fairness associated with different metrics to evaluate and adopt this sought-after algorithmic fairness. Any solution requires defining dimensions of fairness, but realistically, it’s extremely hard to capture all these very sensitive variables and risky to store and process them. To truly determine if an AI system is fair requires an enormous amount of data and expertise. Additionally, promoting fairness requires an approach across the entire data science life cycle and modeling life cycle. All areas must be considered from the approach to data collection to ongoing evaluation of decisions. And, while fairness in AI is not ‘once and done’ or easily solved, the good news is that it is an area of great focus for regulators, academics, and data and analytics industry experts, like our peers at Experian. The growing importance of transparency and explainability Models generally compute calculations that are complex and involve more dimensions than we can directly comprehend. Given this processing step from model-input-to-model-output is unclear, it leads to questions around how a model has come to a decision. Importantly, how can one be sure that the model is behaving as expected? There are different ways to address explainability. One includes an understanding of how different inputs of a model affect its outputs. Shapley values, introduced by Nobel prize winner Lloyd Shapely, consider an aggregate of marginal contributions for all possible combinations. Another technique involves explaining the behavior of a decision by identifying model constants verse variables to extract what drove a decision and how. Yet another method uses counterfactual explanations, identifying the precise boundary where a decision changes. This method is easy to communicate since it involves statements such as if X had not occurred, Y would not have happened. As in the case of fairness, there’s an on-going dialogue around explainability, underpinned by current and yet to emerge new techniques that maintain model accuracy and improve explainability. Artificial intelligence is past its infancy stage. It’s already had an impact on our daily lives and is becoming increasingly ubiquitous. Fairness, along with a transparent and explainable approach are key ingredients to help this field continue its transition to maturity.

If the past year revealed the rising demand for everything digital—it also highlighted key aspects of the online customer journey that organizations have neglected. Until now, most companies have prioritized their digital investments around the revenue-generating aspects of the customer experience. Online account onboarding, e-commerce, and credit lending are prime examples. However, when consumers require different outcomes such as payment support, the interactions are often still handled by call centers. We saw the consequences of this play out during the pandemic. As stay-at-home orders left call centers closed or understaffed, customers who needed help found themselves spending hours on the phone—or worse, were left without guidance. This digital disconnect may be common, but hopefully not for long. Forward-looking companies are creating end-to-end digital customer experiences that benefit customers and the business. From improved customer LTV (Life Time Value) to cost savings, the results reveal that prioritizing customers at every turn pays. The future of digital experiences revealed The last year yielded many insights into how, why, and when customers engage with a business digitally. Faced with few options, customers turned to online resources in droves. And unlike years past, when younger generations have driven digital adoption, the crisis forced customers of all ages to engage with businesses online. Around the world, companies rose to the challenge. According to Experian research, nine out of 10 businesses currently have a strategy for serving their digital customers, with 47% implementing their strategies since Covid-19 began. The rapid shift to digital uncovered opportunities to reach new markets. For example, online grocer Instacart™ launched support services specifically for seniors interested in grocery delivery. However, the sudden spike in consumer demand for engaging with businesses online also revealed significant gaps in the digital customer journey. Consider that only one in four consumers report that they can get help when they need it from a customer representative while online. We saw this play out in real-time after a global bank reached out because it needed a digital solution for payment support. The company had traditionally routed customers to a call center for help. But during the crisis, it was overwhelmed by demand. While working with this bank on a self-serve solution that enabled customers to address their payment concerns online, the experience revealed something important about the future of digital experiences: Regardless of where they are in their journey, customers expect—and deserve—the same experience. True digital yields a true value   Investing in a seamless digital customer journey is a long game, but it's one that can pay off exponentially. As we’ve seen, organizations have prioritized digital investment that brings in near-term revenue. These include mobile capabilities that increase customer conversions or personalized offerings that boost the average spend. And make no mistake, digital solutions that meet these needs are essential. But the customer who applies for a vacation loan may be the same one who later needs a payment holiday. Meeting these needs digitally, no matter what they are, engenders deep loyalty. Companies that support their customers during downtimes will gain customers for life and reap the benefits when those individuals are inevitably back on their feet again. The happy result is not only increased financial stability for customers but also improved advocacy scores and customer lifetime value. Additionally, an end-to-end digital customer experience can yield unexpected cost savings. For instance, an organization we recently worked with was spending an average of $35 per customer interaction. Their customers accessed customer service representatives via many independent channels, incurring costs each time they connected. We provided them with a multi-channel digital solution that reduced the cost to between $5 and $7 that allowed several interactions and provided consistent experience in the process. In the end, the company was able to deliver better service at a much lower cost point. From here to there The goal of building an end-to-end digital experience is a worthy one, and there are a few components of a forward-looking digital strategy that will help ensure success. First, companies need to create systems and cultures that allow them to respond to changing customer demands. No one predicted that a pandemic would rapidly accelerate our digital shift. But the companies improved their digital capabilities to meet the need came out ahead. Also, while customers experience the technology's front-end, orchestrating and supporting that journey across a range of consumer touchpoints driven by different events is equally as important. Implementing decisioning tools that leverage data across systems allows you to create advanced analytical models that predict customer behavior, potential problems, and more. Organizations can then make decisions in real-time to support customers and the business when they need help, be it a global pandemic or an environmental event. Lastly, taking advantage of emerging technologies can ensure your company keeps pace with the rapidly evolving expectations customers have for their digital experience. For example, AI-powered virtual assistants learn from every interaction and provide more personalized service than a standard chatbot that uses decision trees. These virtual assistants won't replace humans but leveraging them to augment customer experiences offers additional support to customers and creates continuity across the experience. The shift we've seen is about more than meeting the digital demand. At the core, it's about leveraging digital capabilities to see, understand and prioritize customers at all points of their journey. Then we can offer them proactive solutions that make their lives better and strengthen our businesses along the way. Related stories: New research available: Global Insights Report, February 2021  The role of the virtual assistant: Meet consumer demand for the digital experience Cloud-based decision management software is a must for re-imagining the customer journey

In the past year, we have witnessed an unseen acceleration of both digital transformation projects underway and new initiatives to digitize the many ways consumers and organizations interact. In fact, the consumer demand for the digital channel has increased at a rate that few could have predicted. Our latest research shows that positive digital engagements have become the main driver of this shift, contributing to higher satisfaction… and higher consumer expectations for their online experiences. For example, even as consumers enjoy the ease of their online banking and shopping, security is top-of-mind. In fact, 55% of consumers we have recently surveyed globally say security is the most important factor in their digital experience – this is highest in the UK (65%), followed by Japan (64%) Businesses have taken note and are renewing their focus on preventing and mitigating account takeover fraud, transactional fraud, and digital takeaway fraud. And they’re looking for solutions they can use throughout the digital customer journey, not just account opening. Departing from old ways of securing the digital experience At Experian Decision Analytics we are doing a number of interesting things to deal with digital fraud. Fraud remains the biggest challenge among businesses and, in the current environment, it’s more important than ever to go with the times. All of that calls for a departure from the old style of managing identity and the risk of fraud online. In the old world, we would look at a transaction and decide whether or not we thought the person on the other side was the one that claimed to be. And if we had risk we're concerned about it, then our clients would stop the transaction. That's not the right way to do it any longer; the right way to do it is a layered approach. It means applying a passive approach that sits behind the transaction and is coupled with physical and behavioral biometrics as well as other digital identity factors, and that constantly monitors the transaction passively and only raises the alarm when multiple signals coming from different technologies are throwing up an alarm. The result of this layered approach is a better experience for the consumer and the business, with less friction and higher accuracy.

The world is still grappling with the mental, emotional, and financial toll of the Covid-19 pandemic but there are clear signs of hope and resolution ahead. Consumer concerns about their personal finances have started to ease for the first time since June 2020. And there’s a groundswell of opportunity for businesses to serve the growing ranks of “connected customers”—putting the consumer truly at the heart of the relationship. Download Global Insights Report – January/February 2021 issue Key insights: 60% of consumers are using a universal mobile wallet - for online and/or in-person contactless transactions Top 2 activities among consumers online are personal banking (58%) and ordering groceries and takeout food (56%) 90% of businesses have a strategy in place related to the digital customer journey; 47% of businesses put this strategy into place since Covid-19 41% of businesses intend to use AI to acquire and onboard new customers 55% of consumers say security is the most important factor in their digital experience – this is highest in the UK (65%), followed by Japan (64%) Fraud is the biggest challenge among businesses; 55% of businesses plan to increase fraud management budgets In this report, we continue our examination of consumer behavior and business strategy throughout the pandemic. For our third wave of insights, we surveyed 3,000 consumers and 900 businesses in January 2021. Our respondents span 10 countries, including Australia, Brazil, France, Germany, India, Japan, Singapore, Spain, the United Kingdom, and the United States. Over the past 12 months, we’ve observed consumer demand for the digital channel increase at a rate that few could have predicted. The most recent survey shows that these trends are persisting. Looking ahead, we expect that as people get more comfortable with the security and convenience of the digital channel, it will become the preferred—if not permanent—way to bank and shop. Part of what’s driving the continued demand: Positive digital experiences. Most consumers report they’ve been satisfied with their online transactions, especially when they secure and their financial information is protected. This is remarkable, given the challenges businesses faced to meet online demand while simultaneously adapting their employee and customer operations to the crisis. Businesses rose to the occasion and there’s opportunity ahead. Our latest report reveals that consumer expectations for digital experiences continue to rise. For example, even as consumers enjoy the ease of online banking and shopping, security is top-of-mind. In response, businesses are renewing their focus on preventing and mitigating account takeover fraud, transactional fraud, and digital takeaway fraud (e.g. buy online and pick up in-store). And they’re looking for solutions they can use throughout the digital customer journey, not just account opening. Consumers are also looking for greater customer support across digital channels. For example, when a customer is engaging with a business digitally, access to customer service is essential. It’s also an area where many businesses are falling short. However, businesses have made redefining the customer journey a priority and they're investing in capabilities, such as artificial intelligence and automation, to deliver on customer expectations. Consumers and businesses have embraced the digital channel— and the promise it offers is only growing. Now as we move toward a new, post-pandemic era, organizations that re-imagine the customer journey and create digital experiences that place customers at the center stand to win. find out what businesses are using to help improve the customer journey across digital channels, as they prepare for post-Covid customer engagements.

The concept of digital identity and the ways it can be applied has been discussed for many years. While this has traditionally been more of a philosophical discussion, this notion has beginning to shape over the past twelve months, making waves across markets and driving, making many in the industry wonder what has changed to prompt that shift. In a recent episode of the Insights in Action series, Nick Maynard from Juniper Research and David Britton from Experian Decision Analytics explored the pandemic’s transformative effect on the prospects of digital identity. Over the past year, reliance on e-commerce has increased significantly increased globally, boosted by new consumer and business needs and efforts to observe social distancing and cope with the side-effects of lockdowns. Nick and David review Juniper Research’s Digital Identity 2020-2025 Report’s findings and explain how, since the pandemic started, people have needed to remotely use those services that they'd normally use in person. Access to banking, buying groceries, or ordering food, for example. In such a context, defined by tight restrictions imposed to curb the advance of coronavirus, being able to represent your identity and verify that you are who you say you are so you can access certain digital activities safely has become absolutely critical. Indeed, it has become the way people can participate in society now, digitally. Defining digital identity in the covid era But, how to define digital identity these days? Against an ever-changing environment, identity must now be more than just traditional personally identifiable data like a name or an address. It must incorporate other components such as device identifiers, device intelligence, network information, the way you hold your phone, or even the speed you type at. All in all, digital identity is about emulating what we have all done naturally in the physical world for so long; that’s it bringing together a series of distinctive attributes that make each individual unique. In terms of how the industry is looking at this evolving concept of digital identity, Nick and David point out that a growing number of regulators are engaged with the concept of digital identity, addressing the need for modern, adaptative frameworks, guardrails, and protocols. Identity industry players have realized that identity works best when there's a network. Identity networks or systems bring together all those different stakeholders who hold identity details and have the ability to verify or use those identity details to provide greater benefit for consumers. Listen to the full podcast Access all episodes of Insights in Action on Soundcloud, Spotify, Google Podcasts

Don't miss out on the top January headlines, including the latest coverage from our global experts, including the digital identity landscape,  impacts of pandemic fatigue, protecting users and their experience, Covid-19 impacts on businesses in India, and consumers' digital experience expectations. Experian selected as leading provider of digital identity This MarTech Series article looks at Juniper Research's Digital Identity: Technology Evolution, Regulatory Landscape & Forecasts 2020-2025 report. David Britton, Vice President of Industry Solutions, offers his perspective on providing both convenience and security. In 2021, loyalty shouldn't be assumed Destination CRM covers findings of the recent Experian Global Insights report, which indicates that consumers might not be as patient with businesses for much longer. The impact of "pandemic fatigue" translates to an end in consumer acceptance of the pandemic as an excuse for poor service. Establishing and protecting user identity in a digital world Eric Haller, Executive Vice President & General Manager, Identity, Fraud & DataLabs, speaks to the rise of digital and the impact on the need to be able to identify an individual. Relying on technology to help deliver a good user experience is key to avoiding too much friction in the process. 99 percent of businesses in India implement digital online strategy to recognise customers; highest in APAC: Experian Report#TradeTalks: Increasing consumer demands and expectations Business Standard looks at recent global research findings on consumer and business economic outlooks, financial well-being, online behavior, and more. Most prominently, the vast majority of Indian businesses implementing strategies to recognize customers across platforms. The top three reasons people abandon online transactions In this Global FinTech Series article, Chris Fletcher, SVP Decision Management & Cloud Services, explores the current environment of online transaction explosion and what it means for businesses to accommodate this lasting preference for digital. It will be key for each transaction to align the need for security with the right level of friction to the consumer. Stay in the know with our latest insights:

With the turn of a new year, there’s positive news that a vaccine is making its way to local communities. As businesses set their goals and strategic agendas, a top question comes to mind: what consumer trends are here to stay post-pandemic. While it’s difficult to predict the future, we believe many of the digital behaviors and expectations observed in the past year will persist, calling upon businesses to do more with their data, analytics, and technology to bridge online and offline customer experiences. Top 3 predictions: Customer demand for digital will increase beyond its need-based role, as more people discover the safety and convenience online interactions provide, even as in-person activities are restored Businesses will shift from supporting the digital channel to re-designing the customer journey that seamlessly bridges traditional to digital customer engagement Trust for engaging with businesses online will continue to grow as consumers experience the value of their information used for less intrusive security and more contextual products and services Consumer expectations for digital will continue to grow Throughout the past year, it’s likely you’ve heard or read that the consumer demand for digital is increasing. It’s important to know there’s been an upward trajectory toward digital for many years but the sudden impact of the pandemic accelerated the consumer appetite for digital engagements. A key finding in Experian's global research is the pandemic has driven 20% more consumers to use online and mobile channels from April to September 2020, globally. In specific areas that have traditionally been in-person, such as grocery shopping, we’re seeing upwards of a 60% increase in consumers engaging in these activities online. This points to a category of essential activities that have propelled people into digital that maybe otherwise would not have - for example, those over the age of 65. There's no question the security and convenience of the digital channel will mean some of those consumers will continue to shop and bank online, despite the loosening of lock-downs and in-person behaviors resume. Businesses will focus on redefining the customer journey In the early months of the pandemic, many companies adjusted their operations at break-neck speeds to meet their customers’ needs and demands. Some businesses put temporary measures in place and others, with greater capacity for technology innovation, moved up their timelines for implementing strategic digital transformation initiatives. Consumers may or may not know the behind the scenes for how businesses are changing their operations, but their impatience before and during the pandemic is unwavering. In fact, 1 in 3 consumers will wait no more than 30 seconds before dropping out of a transaction if there’s some delay in progressing or completing it. The pressure on businesses to deliver a secure, convenient experience isn’t new but there’s another factor that must be considered. As people return to doing more things in-person, there’s an equally stronger need to bridge customer engagement across both traditional and digital channels in a seamless way. Almost a quarter of businesses we surveyed are already starting to make active investments in re-defining that customer journey. Consumer trust will continue to increase as more businesses use data for value-add Covid-19 led to a substantial change in people’s behaviors over a short period of time and many consumers have found themselves more trusting of online engagements than in-person ones. Physical safety, of course, being the greatest concern. While we expect to see people loosening up on self-distancing restrictions and doing more in-person, there’s been a tipping point reached in terms of online engagement, and the consumer trends for digital will persist. In the past year, we’ve even seen indicators that people have a better understanding of how their information is used by businesses. This is especially true when it comes to protecting their identity and preventing fraud. In fact, what our research demonstrates is that consumers are willing to give more information if there’s a perceived advantage – such as tighter yet frictionless security. With this increase trust in businesses, there’s an opportunity for companies to use that information to better connect with their customers and deliver a customer experience that’s unique. Related stories: Explore our global research Best 2020 stories: Trends and insights Nasdaq #TradeTalks: Increasing consumer demands and expectations

Get the latest from our global experts with these top December headlines, including meeting the demand for digital, increasing consumer expectations, women leading artificial intelligence, and protecting against fraudsters over the holiday shopping season. Investment priorities to meet consumer demand for digital banking In this BAI Banking article, Chris Fletcher, SVP Decision Management & Cloud Services, explores the investment required of financial institutions to transform their use of data and analytics and deliver on credit risk strategies. What’s the proper path for better payments? In context to consumers’ digital expectations post-Covid-19, Progressive Grocer considers the future of payments in food retail and beyond – with contactless payment options already rolling out at a large drug store chain. Wisdom from the women leading the AI industry, with Laura Stoddart of Experian Authority Magazine speaks with Laura Stoddart, Data Scientist, about her career path, her experiences working on ethical AI and using emerging datasets to evaluate risk as well as her thoughts on the future of this industry. #TradeTalks: Increasing consumer demands and expectations Steve Wagner, Global Managing Director of Decision Analytics, joins Nasdaq’s Jill Malandrino to discuss recent research findings on increasing consumer demands and digital expectations, and ongoing considerations for a post-Covid-19 world. A holiday season like no other: What to know to guard your company against fraud Itay Levy, Forbes Councils member and CEO and Co-Founder of Identiq, provides his perspective on the increased preference for online shopping and the need to strike the right balance between customer experience and efforts to mitigate fraud. Stay in the know with our latest insights:

Check out the 10 most popular stories of 2020 that will help to kick-start your 2021. It includes a look back on how trends evolved throughout the past year, which trends will be durable in the new year, and what the global pandemic has taught us about creating meaningful relationships between consumers and businesses. Top 10 list of the best stories in 2020: 10. Model recalibration drives impactful results during constant change Banks have managed through stressed scenarios in the past but none have ever had to predict customer behavior in a pandemic. General indicators of risk or stress didn’t reveal enough about what was going on in customer portfolios. Active model calibration in our current situation had a measurable effect on approvals and expected losses but executives still needed to regain control over disrupted models. Read full article 9. Digitally managing your at-risk customers most impacted by Covid-19 Lenders felt a tremendous amount of pressure this year trying to help reduce the impact of the financial burden Covid-19 put on consumers by supporting payment forgiveness and deferment programs. This made it difficult, though, to understand changes in the credit profile of a previous solvent customer and mobilize their operations teams to service these good but at-risk customers. Read full article 8. The rising need for identity verification Consumers turned to digital when mass closures of businesses prevented in-person transactions. Even as some businesses re-opened with precautions in place, many consumers still felt it was safer to do business online emphasizing the importance of security and identity verification. But while some level of friction invokes a sense of security, too much or unnecessary friction had an adverse effect. Read full article 7. Proactively restructuring debt to help improve customer affordability At the beginning of the year, no one could accurately predict how the world would be impacted by Covid-19 or how long it would last. Customer affordability models shifted into unknown territory and businesses tried to figure out how to assess customer risk in this new context. Lenders relied on the customer data and insights available to them and needed them to work harder at anticipating changes. Read full article 6. Be mindful of these 3 strategies when engaging customers digitally The road to digital was already being paved when the pandemic started but consumers and businesses were pushed there to engage en masse this year. There were practical challenges that needed to be addressed in the short-term, like managing call volume with a remote workforce. But more importantly, it put the spotlight on massive areas in need of modernization, such as the management of liquidity and risk. Read full article 5. Banking trends and opportunities in the post-Covid-19 crisis era This year was marked by adaptation, resilience, and reflection – which can be said for our personal lives – but in the context of the banking industry, it created an opportunity to change or accelerate priorities. Moving operations to the cloud, making sure decision strategies are fit-for-purpose, and applying analytics in a more useful way are some of the stickier trends we’ll likely see continue in 2021. Read full article 4. Why consumer trust in the digital experience is so important in a pandemic era Despite the uncertainty of this past year, one thing remained certain – cultivating customer trust is critical to brand loyalty. Digital customer trust, however, required businesses to consider several specific factors that inform and build trust. Digital adoption was mistakenly considered the most important of those yet being treated fairly, customer recognition, and fraud prevention were stronger signals. Read full article 3. Game changers: Women in Artificial Intelligence Artificial intelligence offers a lot of value, especially when used to better support customers’ financial needs. As more businesses processed huge amounts of data with advanced analytics and AI this year, human oversight was key to ensure transparency and explainability. This “human element” was the inspiration for an article mini-series featuring five women who are making a real difference using AI innovation. Read full article 2. Digital transformation through cloud-first decisioning The credit and fraud risk decision management landscape changed this year – including how the customer journey is being redefined. Mounting consumer expectations for a better digital experience meant the front and back end of a business’ operations were no longer mutually exclusive. Cloud-based applications was the reset needed to move away from functional and product silos to focus on the customer. Read full article 1. Covid-19 as a gateway to fraud Fraudsters are opportunistic which exposed another ugly side of the pandemic throughout the year. As people and businesses moved to digital to engage with one another, criminals exposed weaknesses in the tools, processes, and systems used to protect those interactions. Investment in fraud prevention was already on the rise but steadily increased throughout the year as new fraud trends emerged. Read full article

The rise of digital decisioning software enables organizations to scale a similar level of personalization, offering customers what they need at the exact right time. And organizations that do it well dramatically improve the customer experience and drive loyalty and revenue in the process. But realizing this promise takes the right tools. The most effective decisioning platforms include a powerful combination of data, analytics, and technology. Equally important, the software must allow non-technical users to update and change strategies to better meet customer and organization needs without burdening IT. Good versus great From a credit risk perspective, there's a vast difference between good decisions and really great decisions. For many organizations, the current status quo still involves decisions made in silos, with business groups sitting in different locations (now even more so, given the prevalence of work-from-home). Creating usable predictive models and then putting them to use can take weeks or even months. What's more, changing the model often requires that business users make requests of perpetually overloaded IT teams. To be sure, the process eventually yields decisions. However, from the customer's POV, they may be slightly irrelevant or feel less than personal. On the business side, the model may lack essential data from across the organization or not yet include critical factors in a rapidly changing landscape. A great decision, on the other hand, benefits the customer and organization alike. Robust analytics enable the decisioning process to reflect the most relevant customer data, from websites they've recently browsed to purchases they've made. The decisions, as a result, reflect that thoughtfulness. They're immediately useful and relevant to customers, putting forth guidance and products when customers need it most. Exponential organizational value Improved customer experience is a key objective for many organizations. Digital decisioning can help further that goal while also providing returns in multiple other ways. For instance, an advanced digital decisioning platform enables organizations to pivot quickly in the face of crisis. Organizations can add new data sources and explore new models in rapid fashion, tailoring them to immediate demands. In doing so, they not only improve predictive power, but they also produce better decisions. The process allows companies to discover and launch new products, reach new markets, and surface early signs of trouble within customer segments. This past year, we witnessed first-hand how organizations leveraged digital decisioning to deftly navigate a challenging environment. For instance, one of our customers, a large bank, used the software to run simulations of new strategies it was considering in response to the pandemic. In doing so, the bank gleaned a better understanding of how the plan would impact its portfolio. The company was also able to identify areas of overlapping services and take proactive measures to eliminate duplication and reduce expenses at a critical time. The cumulative result of improved digital decisioning is an increased ability for companies to differentiate themselves from the crowd. This is true across industries and verticals, from innovating consumer financing for automotive companies to helping healthcare organizations better manage patient debt. That secret sauce Like the friend that really gets you, a great decisioning platform is invaluable. But what makes a platform rise to the top? As noted above, the ability to incorporate and integrate lots of high-quality data is essential. Timely customer data helps identify customer trends and fuels more accurate predictions of future behavior. Platforms should also take regulatory obligations, business constraints, and changing risk factors into account. Solutions that leverage advanced analytics can then transform an ever-growing body of data into decision insights. The software should capture the data used in making those thousands or millions of decisions and make it available real-time to business users, creating a continuous feedback loop. The latter ensures that businesses can stay relevant and nimble. Notably, leading digital decisioning platforms also prioritize the business user along with IT expertise. At a moment that demands quick responses and near real-time solutions to customer needs, business users also need the ability to design, build, test, and deploy strategies. The democratization of the software ensures that the organizations can experience a digital decisioning platform's full potential. In this new era, the organizations that deliver value across the customer journey will be the ones that thrive. Digital decisioning empowers organizations to manage costs and risk while keeping the focus on the customer. They can do this even as they grow, building healthier, more responsive companies with customers at the core of every decision. Related stories: Cloud-based decision management is a must for re-imagining the customer journey Impact of technology on changing business operations Digitally managing your at-risk customers most impacted by Covid-19