Data Analytics

Real-Time Decision-Making (RTDM) Use Cases in the Retail Industry

Actian Corporation

May 14, 2020

RTDM: Real-Time Decision-Making in the Retail Industry

In the last blog on Real-Time Decision-Making (RTDM), we discussed exactly what it is and why it matters. Before proceeding with more theoretical discussions, though, it’s probably worthwhile to give you some practical examples of RTDM and how data management, integration, and analytics support, build RTDM strategic capabilities that significantly impact business operations.

Retail: Ground Zero for COVID-19 Business Disruption

Regardless of your role or the industry you work in, we all have at least a rudimentary understanding of the retail industry and are painfully aware of the business disruptions it has been subjected to over the recent months and the market uncertainties it faces in the upcoming years.

While the sub-verticals of this industry may be seeing vastly different impacts, particularly if you’re designated as essential services as are supermarkets or if you’re a major department store chain, typically anchoring a shopping mall. Further differences in fortune are a function of how much your business is online versus brick-and-mortar.

We’ve all seen the rapid change in fortunes for retail: a shift to online, store closures, and social distancing within, and curbside pick-up outside of those allowed to remain open. Online or offline, we’ve all been subjected to acute shortages due to hoarding (Hey Charmin is back at Costco if you get there Friday mornings at 9 AM), and sadly, price gouging and fake merchandise – particularly for PPE.

Customers are Greek Gods

I had the good fortune of spending four years in the mid-90s working in Japan, and the Japanese had a saying: “Kokyaku-sama wa kami desu,” which translates to the Customer is God. Well, in times like these, customers are Greek Gods. You know, the gods that are inscrutable and fickle. Yet, understanding their behavior is critical to know what to sell them, where, and how. Further, things keep rapidly changing. Two months ago, it was which stores to close or which products to ship where. Now, it’s projecting which stores to open and which products to sell over the next quarter. The point is you will need to collect customer behavioral data and reassess your responses continually.

The common thread across all retail sub-verticals is the need to sharpen customer focus, with the key driver being RTDM capabilities. The three key questions retailers must ask themselves in their quest to sharpen customer focus:

  • Which data do I need to generate the right recommendations to support RTDM?
  • Who needs to leverage RTDM, is it actionable within my existing business process?
  • Does RTDM help to make my business more agile such that it reduces cost, mitigates risk, or delivers guidance on customer behaviors that positively impact sales and service?

Making Customer Loyalty Programs a RTDM Strategic Capability

Kiabi, a global retailer with 500 physical outlets in more than 15 countries as well as an online store, needed RTDM capabilities into its customer loyalty program. The data for this program resided in an aging legacy data warehouse that was slow, inflexible, and expensive to scale. They required real-time performance on an inexpensive, scalable platform that would provide them with current and accurate data with which they could agilely adjust their marketing programs, leveraging historical and new data to price and promote what’s in fashion dynamically. They chose Actian to build out their new cloud data warehouse as an offload and bypass from their day-to-day operational applications and enterprise data warehouse. Actian was able to offer them a 200X increase in performance that met the real-time requirements of their business, and integration with both existing and new data sources.

Once a capability like Kiabi’s is built, it can be leveraged to react to circumstances like COVID-19. The only difference here is what additional datasets are needed to adjust supply, price, and promotion during periods of business disruption or market uncertainties.

Let’s say for the sake of argument that instead of Kiabi, we’re talking about a retail clothing chain in the US, and they have 500 stores nationally as well as an online store. Their stores in malls will remain closed for some time in some states, opened in others. They may have stores that are in densely populated urban areas, some in suburbia, and perhaps a couple in more rural areas. For business-as-usual, their customer loyalty program would have transactional customer data through which they can most likely infer gender, age, and other demographic traits. Further, if they leverage clickstream data combined with the customer loyalty program, they should be able to determine a customer’s favorite store if there’s more than one in their area, and information on where they live from online transactions and shipping to their address.

All of these data points are necessary but insufficient to make quick and accurate decisions on which stores to open and what to expect if you do. What you also need is additional external data. For example, if you could get anonymized cell phone data from carriers, you could determine how far people are willing to travel and overlay this against your customer’s residential address and distances to your stores. This would tell you when travel range is returning to a point where you get a threshold of foot traffic from likely buyers.  To further the accuracy of this, you could also look at 3rd party data on the use of public transportation versus private cars (or perhaps which stores have larger parking lots). In suburban areas, shoppers with private transport will be able to maintain social distancing easier than in urban areas with public transit.  This will generate more foot traffic and make curbside pick-up an easier option without relying on your customers to socially distance.  I could go on adding additional data sources that tell you additional factors that make your decision more accurate, but hopefully, this has gotten the point across.

If you recall the caveats to the RTDM definition I gave in the last blog, what we’re really talking about here is adding the missing puzzle pieces – or data – necessary to build out a better common operational picture.  The additional data would be used very differently by HQ versus each individual store manager in how they make their decisions.  But, in both cases, decisions would collapse from weeks to days and days to hours as the situation on the ground changes.

Obviously, Retail isn’t the only industry that’s customer-facing and having to change how they amplify their customer focus or accelerate responses to customer behavior. For more on RTDM or how a Real-Time Connected Data Warehouse can provide you with enhanced dynamic pricing, market basket analysis for best offer promotions, or supply chain management, stay tuned.

actian avatar logo

About Actian Corporation

Actian empowers enterprises to confidently manage and govern data at scale. Actian data intelligence solutions help streamline complex data environments and accelerate the delivery of AI-ready data. Designed to be flexible, Actian solutions integrate seamlessly and perform reliably across on-premises, cloud, and hybrid environments. Learn more about Actian, the data division of HCLSoftware, at actian.com.
Data Integration

Actian Helps Healthcare Companies With New Customers and Carriers

Actian Corporation

May 13, 2020

doctors and patients onboarding new customers and carriers

Healthcare companies are experiencing some trying times, made worse by the COVID-19 crisis.   Competitors are now becoming partners, research institutions, and pharma companies are taking a more active role in monitoring patient care, and governments are closely monitoring statistics on patient diagnosis.  Everyone in the extended healthcare industry is actively seeking to understand, plan, and respond to the evolving COVID-19 pandemic. For them to do that successfully, everyone is in dire need of real-time data.  The challenge for hospitals and care providers (such as nursing homes) is quickly onboarding new customers, new partners, and new carriers to give them the information they need without compromising data security, HIPAA compliance, or disrupting the company’s operations.

Integration Requests Escalate to the Top of the IT Priority Queue

In normal times, deploying integrations with third-party systems were activities that IT departments approached slowly and methodically – often developing custom interfaces that required long testing cycles.  The requests were essential for the organization, but they weren’t urgent and required immediate attention.  COVID-19 has changed that situation, escalating integration requests to the top of the IT priority queue.  The Centers for Medicare and Medicaid Services (CMS) issued an Interoperability and Patient Access final rule that mandates hospitals must be able to send notifications about admissions, transfers, and discharges to a wide range of recipients by September. This data must now include the patient’s primary care physician, service providers, suppliers, and other healthcare practitioners responsible for patient care.

For small and mid-size hospitals, this rule significantly expanded the breadth of data integrations that are required.  IT can no longer take an ad-hoc approach to integration; they need centralized tools, repeatable processes and templates, and standardized data translations to onboard new data-sharing partners quickly, effectively, and safely. Actian’s Integration Platform for healthcare delivers all this capability and more.

Develop Once, Deploy Anywhere

The key to rapid integration is re-use.  The Actian integration platform and robust design environment help healthcare companies accelerate time to implementation with a “design once, deploy anywhere” approach. This approach greatly improves IT productivity and efficiencies that translate into more integrations, better quality, and reduced implementation times.  Connectivity schemes for industry standards like HIPAA and HL7 provide a common taxonomy and interface format to span systems and companies.  With Actian, you have access to all your data, including legacy data, unstructured data, flat files, and messages in real-time.  This is important because data integration is a combination of content and connectivity – the Actian Integration platform addresses both.

Actian Provides the Integration Platform that Enables Rapid Response

The current healthcare environment is requiring IT departments to be more agile than ever – identifying emerging needs/opportunities and responding quickly to deploy new system features and data integrations.  Actian Integration Platform for Healthcare is a robust set of tools to help IT departments provide the responsiveness their organizations demand.

  • Integrate new applications, hosted systems, and legacy data sources with ease.
  • Rapidly adapt to changes in industry standards and regulations to ensure compliance.
  • A Secure and scalable platform for exchanging data with customers, partners, and suppliers.
  • Centralized management of data connections across the organization from a single pane of glass.
  • HIPAA/HL7 compliant message broker.
  • Support for federated deployments, such as health information exchanges (HIE).

Actian’s Healthcare Integration Platform provides an infrastructure for integrating disparate data in a cost-effective, standards-based, and real-time manner. Actian helps policy setters manage the transformation of incoming and outgoing data from hundreds, or even thousands, of trading partners by speeding up onboarding time and reducing effort.  COVID-19 is causing turmoil in many industries, including healthcare.  IT staff need all the help they can to support their companies and communities through this trying time.  With Actian’s Healthcare Integration platform, data integration can be made easy.

Visit DataConnect to learn more about integration solutions for healthcare as well as other industries.

actian avatar logo

About Actian Corporation

Actian empowers enterprises to confidently manage and govern data at scale. Actian data intelligence solutions help streamline complex data environments and accelerate the delivery of AI-ready data. Designed to be flexible, Actian solutions integrate seamlessly and perform reliably across on-premises, cloud, and hybrid environments. Learn more about Actian, the data division of HCLSoftware, at actian.com.
Data Integration

Why Data Interoperability is Vital in Healthcare

Actian Corporation

May 12, 2020

data interoperability

The COVID-19 pandemic has exposed fatal cracks in the way healthcare organizations share patient data. Actian DataConnect can help – supporting various healthcare industry standards and enabling rapid data interoperability interchange and transformation of electronic health records (EHR) between healthcare entities.  All while supporting data quality and adhering to healthcare privacy and security regulations.

Industry Ambition Becomes a Regulatory Requirement

The controlled exchange of electronic health records is something that the healthcare industry has been working on for the past two decades with companies replacing paper charts with electronic records systems. Those systems connect to other entities (insurance, pharmacies, labs, hospitals, etc.) to enable patient data to be shared with other providers. That is the idea, at least. Unfortunately, many organizations have fallen far short of the goal, leaving healthcare providers with incomplete and outdated patient data to use in healthcare decisions. As hospitals, labs, and individual providers face an overwhelming spike in COVID-19 patients, their IT departments are struggling to resolve gaps in information-sharing capabilities.

In the US, the Centers for Medicare and Medicaid Services issued an Interoperability and Patient Access final rule (CMS) that mandates that by September, hospitals must be able to send notifications about admissions, transfers, and discharges to a wide range of recipients, including the patient’s primary care physician, service providers, suppliers, and other healthcare practitioners responsible for patient care. COVID-19 has taken an industry ambition and converted it into a regulatory requirement.

The Challenge for IT in Meeting the CMS Deadline

For most hospitals, achieving data interoperability compliance will require significant effort from internal IT staff and Healthcare IT vendors. Major EHR software vendors have already developed integration interfaces for their systems; however, the responsibility falls on IT staff to configure, test, and deploy these updates in the hospital environment. Once software updates have been applied, connections must be set up to the various recipient systems that need to receive the mandated notifications. This is where the real challenge lies. IT departments that have a strong competency in system implementation, operations, and support are having to quickly shift focus to system integration projects – something that many IT professionals have not had to do for decades. The tools and best practices have changed a lot since then.

Compliance will be particularly difficult for smaller hospitals with limited IT staff who have already been pulled to enable the remote working of essential employees, provide data to support crisis operations, and who may be facing the impacts of the COVID-19 crisis in their personal life as well. Although these professionals work in IT, they are intensely aware of the importance of their role in helping their organizations meet the expected needs of their communities and their patients. They understand the urgency and importance of data interoperability goes beyond the government mandate, and patient lives are at stake. Solving this problem is critical!

Actian DataConnect Delivers a Scalable and Secure Platform for Integration

Managing a network of data integrations that span organizations and medical facilities can be difficult. Electronic Health Records systems address the challenge for hospitals and doctors that are part of the same company, but the healthcare industry does not run as independent companies. It runs as an industry-wide network of companies. Cross-company data integration is where the challenge is. Actian is your proven partner for data integration/translation, customer data on-ramps, claims processing, and data auditing. Actian helps policy setters manage the transformation of incoming and outgoing data from hundreds, or even thousands, of trading partners by speeding up onboarding time and reducing effort.

Actian DataConnect supplies an integration platform that can manage both the inbound and outbound interfaces of the healthcare organization. DataConnect is a highly flexible platform service that enables companies to connect any data source, use policies to control access and security, and supply service assurance through centralized management.

Actian’s Healthcare Integration platform provides the infrastructure for integrating disparate data in a cost-effective, standards-based, and real-time manner. No other integration provider offers the combination of value, agility, and power that you’ll find in Actian Integration.

  • HIPAA/HL7 message broker, message queuing, and resubmittal.
  • Clinical web services, systems adapters, data mapping, transformation and translation, and partner profile management.
  • Web-based deployment manager and self-service administration in federated deployments, such as a health information exchange (HIE), Actian’s products are “aware” of other remote deployments, creating seamless communication and data transfer. Actian’s standards-based approach provides flexibility and stability, and also facilitates rapid deployment by simplifying the configuration of data communication, messaging and security.

Ease of implementation, rapid deployment of integrations, and the ability for a limited IT staff to centrally manage and monitor all the company’s integrations in one place make DataConnect an ideal choice for addressing the EHR integration and patient access challenge.  To learn more about how DataConnect supports the healthcare industry, visit www.actian.com/data-integration/dataconnect/

actian avatar logo

About Actian Corporation

Actian empowers enterprises to confidently manage and govern data at scale. Actian data intelligence solutions help streamline complex data environments and accelerate the delivery of AI-ready data. Designed to be flexible, Actian solutions integrate seamlessly and perform reliably across on-premises, cloud, and hybrid environments. Learn more about Actian, the data division of HCLSoftware, at actian.com.