Analyzing Airport Reviews Using Natural Language Processing

We used cutting-edge natural language processing (NLP) and sentiment analysis software to analyze thousands of airport reviews. Here's what we found.

We used cutting-edge natural language processing (NLP) and sentiment analysis software to analyze thousands of airport reviews. By combining qualitative and quantitative data, our analyses reveal what travelers are talking about, how they feel, and why they feel that way. 

Read them all: using NLP to analyze airport reviews

  1. Atlanta International has a big problem with “wayfinding”
  2. Charlotte Douglas can profit big by listening to their customers
  3. Chicago O’Hare needs to learn about viral reputation management
  4. Dallas/Fort Worth has a dirty secret
  5. Denver International may be a secret haven for the Illuminati
  6. New York’s JFK has to plan for the future
  7. Las Vegas McCarran doesn’t shy away from your vices
  8. San Francisco can teach us about listening to customers
  9. Seattle-Tacoma has a vocal customer named Jerry
  10. Los Angeles needs to master the “final mile”
  11. Summary: The Definitive Data-Driven Airport Ranking List

Why are we doing this?

Each year, the Lexalytics, an InMoment company, marketing team sets some time aside for an offsite meet-up. This time, fresh off of some awful layovers and baggage nightmares, we got to talking about airports and the experience of traveling.

Some questions arose:

Which airports should we fly through next time? Where should we avoid?

It didn’t take long to find dozens of listicles, news articles, interest pieces, and blogs. Each one claimed to be the “definitive guide” to American airports. But then we realized that none of them agreed with each other.

Who should we trust? We couldn’t even agree on that.

Clearly, we weren’t going to find a definitive list on American airports by Googling. So, why not make it ourselves?

We already had the perfect data analytics tool at our disposal powered by text analytics and machine learning with intuitive dashboards that helped us quickly cut through the noise to gain rich, interesting insights. 

869,973 words, 30,000 travelers, 10 airports

Of course, our first step was to gather a data set.

In total, we analyzed 869,973 words from Facebook reviews left by more than 30,000 real travelers at America’s top 10 busiest airports. This 10-part blog series details our findings for each airport.

(Shoutout to Gensler, the airport architecture and planning firm, our strategic partner for this project.)

[AtlantaAirportSentimentCloud.png]
Sentiment-colored word cloud generated from Atlanta airport reviews
Remember, these dashboards don’t represent the opinions of journalists or travel bloggers. Instead, they showcase actual insights gleaned from over 30,000 real travelers. 

Real feedback from real people who use these facilities every day, written in their words.

This is data-driven voice of customer in action. The result? Deeper insights and much more nuance than a simple star rating or NPS survey.

What’s more, in this series we take you behind the scenes. We show you the steps involved in analyzing these airport reviews, and how each airport in question can use these insights to create better traveler experiences, reduce costs, and increase revenue.

First insights after analyzing airport reviews

Right off the bat, our new airport review analytics project delivered some very interesting insights.

For example, going into this project we noticed that San Francisco International rarely makes it into airport quality listicles.

But when we analyzed Facebook reviews in Semantria Storage and Visualization, we found that many travelers praise SFO as one of the finest airports in America.

Sentiment surrounding SFO wayfinding trends positive over time

Why does the travel industry ignore San Francisco’s airport when it’s so well-reviewed by customers?

Using industry packs for instant configuration

One more cool side-note before we get started.

At first, every analysis we conducted told us that “security” rated positively. This came as a surprise: getting through security at the airport is not exactly a low-stress endeavor.

But after activating Lexalytics’ airline industry pack configuration, security went from bright green to dark red. That is, the sentiment weight dropped from a net positive to a net negative.

The airline industry pack allows me to see the conversation within the unique context of the airline industry. Enabling this industry configuration was as easy as selecting the expiration date for a credit card. I selected it from a drop-down menu, and that was it. 

Airport series: using NLP to analyze airport reviews

This series goes alphabetically, airport by airport, to unleash the collective voice of America’s airport customers. 

First up in our series is the busiest airport in the world: Atlanta International Airport, which has a big problem with “wayfinding”.

  1. Atlanta International has a big problem with “wayfinding”
  2. Charlotte Douglas can profit big by listening to their customers
  3. Chicago O’Hare needs to learn about viral reputation management
  4. Dallas/Fort Worth has a dirty secret
  5. Denver International may be a secret haven for the Illuminati
  6. New York’s JFK has to plan for the future
  7. Las Vegas McCarran doesn’t shy away from your vices
  8. San Francisco can teach us about listening to customers
  9. Seattle-Tacoma has a vocal customer named Jerry
  10. Los Angeles needs to master the “final mile”
  11. Summary: The Definitive Data-Driven Airport Ranking List

4 Cornerstones of an Effective VoC Platform

Choosing a VoC platform can be complex. But, every successful VoC platform should come equipped with these four features that will help you effectively collect and analyze Voice of the Customer data.

A Voice of the Customer (VoC) platform is an important step in becoming a customer-obsessed organization. Only 50% of organizations say their voice of customer data is entirely captured to drive innovation opportunities, so doing so already puts you ahead of the competition. 

When evaluating VoC platforms, there will be a lot of different features to choose from across various vendors. But, there are certain must-have features that every effective VoC platform has. 

What is a VoC Platform?

A VoC platform is software that helps you collect, manage, and analyze voice of the customer data. Having all of your customer data in one place makes it easier to uncover insights, share reports and insights with the appropriate stakeholders, and make better-informed decisions to improve your business. 

Why is a VoC Platform Important?

A VoC platform is important because it helps you make better connections with your customers. With a VoC platform, you can see all the different ways customers interact with your business in one place, as opposed to having siloed customer data in different parts of your organization. 

What Are the Benefits of a VoC Platform?

Utilizing a VoC platform can lead to many benefits. The biggest advantage of having a VoC platform is an increase in whatever customer experience metrics you track within your business. Whether you are tracking ease of use or overall customer satisfaction, being able to understand what your customers are saying in different points through the customer journey will help you work to achieve these goals. Not only that – those increases in customer experience metrics can actually lead to an increase in your organization’s bottom line – as in revenue growth and ROI! Check out our handy VoC calculator below to see just how much your business can benefit from utilizing a VoC platform.

Calculate your business’s ROI using InMoment’s VoC tools.

Estimated Revenue Growth
Use the calculator to find an estimated ROI
Total ICX ROI

Submit two or more calculators to show an overview of what your integrated CX program could return.

So what elements should be foundational for an effective VoC platform? Here are four features that should come standard in any software promising to collect and analyze data that improves the customer experience:

Voice of customer technology

Omnichannel Engagement

One of the most important use cases of a VoC platform is to host all of your customer data in one place. Consumers are increasingly wanting to have an omnichannel customer experience with their favorite brands, which means you need a platform that can monitor the different touchpoints they have across different channels. 

Case Management

Case management refers to a system that utilizes intelligent alerts to highlight top-priority customers either to increase customer acquisition or reduce customer churn. 

This is an important feature for VoC platforms to have because it will not only help you quantify the customer experience ROI you are getting from your VoC efforts but also help you improve business operations. 

For example, after having a negative experience at a retail location, a customer might express their displeasure through an online review. However, case management software can detect that this customer is likely to churn and create an alert so that this customer’s issue becomes a top priority for the business. With swift action, the business can resolve the issue and keep the customer. 

Case management software being used to improve a business

Text Analytics

Text analytics is a key feature of VoC platforms because those platforms deal with so much unstructured data. Whether it’s an open question on a post-transactional survey, a social media comment, or an online review, your customers share so much feedback that is hard to measure by traditional standards. 

Text analysis in VoC platforms helps you uncover customer sentiment, which is crucial to understand when making customer experience improvements. Customer sentiment will help you accurately deduce what matters most to your customers.   

Dashboards and Reporting

Effective VoC platforms should be equipped with various customer experience dashboards that you can leverage. The main dashboard in a VoC platform will most likely be a high-level view at the state of your voice of customer efforts, but you should also have the ability to dive deeper into certain metrics. 

With the different dashboards you use, it is also important to choose a VoC platform that makes easily accessible and shareable reports. Reports such as these are important to champion your VoC efforts and show the impact they are making on your business. 

Other Features to Look for in a VoC Platform

The four cornerstones of a VoC platform represent the table stakes for being able to run a viable voice of the customer program. However, other features will take your program to the next level and help you seamlessly improve the customer experience. 

Review Management

Being able to track and respond to online reviews can be a frustrating process if done manually. With so many platforms such as Google, Bing, Yelp, Glassdoor, etc, going to each of those individual platforms to see what customers are saying and responding to them can be extremely time-consuming. 

Review management is one of the most important features in exceptional VoC platforms because it gives you the ability to track every review, on every platform, all in one place while also being able to respond to reviews within the VoC platform itself. This is not only a time-saving process but also makes it much easier to analyze unstructured feedback.  

Social Media Monitoring 

In today’s business environment, the importance of social media marketing cannot be overstated. 68% of consumers use social media to stay informed about new products or services. Your customers also want to interact with you via social media with 59% of customers expecting a social response within two business days. 

Social media monitoring helps you track all of the ways customers interact with your social media posts. You can monitor likes, shares, comments, and more. Regardless of the industry you are in, social media is one of the best ways to connect with your customers which makes social media monitoring a key tool for VoC platforms. 

Call Center Recordings

Call recordings are some of the most underutilized pieces of customer feedback, simply because it is too time-consuming to listen back to recordings and extract insights from them. However, with conversation intelligence, you can easily get actionable insights from customer conversations. This can be useful to implement into your customer experience improvement efforts, and can also be used to train employees on common issues. 

Choose InMoment for Your VoC Platform

By arming yourself with tools that allow for omnichannel engagement, case management, text analytics, and dashboards and reporting, and more, you are setting your organization up for the best voice of customer understanding possible.

If you are interested in seeing how much ROI InMoment can deliver for you with voice of the customer surveys, check out our ROI calculator!

If you want to learn more about InMoment’s VoC platform and how it can be customized to fit the needs of your organization, schedule a demo today!

References 

Statista. Organizations that capture the voice of customer (VoC) to drive innovation opportunities in the United States as of 2021. (https://www.statista.com/statistics/1196769/organizations-using-voc-programs-to-improve-cx-in-the-us/). Accessed 9/6/2024. 

Sprout Social. The Sprout Social Index Report 2023. (https://sproutsocial.com/insights/index/). Accessed 9/6/2024.

Effort. We’re taught to praise it, get really good at avoiding it, and really, would rather do without it. Effort is hard and uncomfortable. As human beings, we’ve designed incredible digital tools to reduce effort as much as possible. Today, “user-friendly” isn’t just a selling point anymore, it’s become a basic expectation among customers – to the point that if a task isn’t intuitively easy to complete, consumers will drop the product and go elsewhere.

Effort is a big deal.

So why are most companies not measuring customer effort, or only relegating it to a customer support metric?

What is Customer Effort Score (CES)?

Customer Effort Score (CES) is a newer metric originally developed for Customer Support. In that context, it measures customer service satisfaction by asking customers “How easy was it to get the help you wanted today?” That is valuable information for your Support department. But Customer Success and Product Development departments have been latching onto the idea for so much more.

The core CES question is: “How much effort did this task require to complete?” – typically on a scale of 1-7. And that question, followed by an open-ended “Care to tell us why?” question,  can be used in a number of ways to yield more relevant feedback from customers on numerous fronts.

In-app CES Customer Effort Score Survey

Customer Success and Product Development teams in particular have been adding CES to their customer journey metrics to get feedback on onboarding and ease of feature use.

[ctt template=”3″ link=”1b54y” via=”no” nofollow=”yes”]”Anytime you have a workflow you want a customer to complete, #CES is a great question to ask.” – Jessica Pfeifer, Chief Customer Officer, Wootric[/ctt]

How Product teams use CES to improve UX & feature adoption

Customer Effort Score fits in seamlessly with Product goals because user experience (UX) and user interface (UI) depend largely on ease of use. Product teams are starting to use CES to get feedback on how well the UI supports new feature adoption and to identify moments where customers begin to feel frustrated and lost.

Frustration is an emotion that is closely linked not only to churn, but to a decreased rate of customer advocacy.

“The revenue impact from a 10% improvement in a company’s customer experience score can translate into more than $1 billion.” – Forrester

“Frustration metrics” like rage clicks, error clicks and form abandonment are also useful to track, and can alert dev teams to issues they may not have expected, but adding CES to the mix can shed more light into just how hard customers perceive tasks to be. And with an open-ended follow-up question, they can even tell you why. When 40 to 60 percent of software users open an app once – and never log in again – anything that reduces friction during those early critical stages will have major impact.

Canva, a design tool for non-designers with a freemium sales model, has one of the smoothest onboarding sequences, which begins with a 2-minute tutorial that shows users the value they’re about to get while giving hands-on instruction on using the tool. Instructions ask users to complete fun design exercises, like putting a hat on a monkey or selecting different layouts and backgrounds, which builds users’ confidence.

Canva onboarding

Canva onboarding example 2

SaaS guru Lincoln Murphy says, “The first in-app experience your customer has with your product sets the tone for your relationship, and if it’s confusing, overwhelming, or otherwise puts up barriers to achieving success (or at least recognizing the value potential of your product, you’re in trouble.”

Canva may hit this out of the park, but for businesses struggling with smoothing out their onboarding flow, CES surveys – especially those that can be deployed while the users are in the app – becomes tremendously valuable.

But it’s not just about reducing friction and frustration – retention really is about ease. A Customer Contact Council survey of more than 75,000 consumers found that the most important factor in customer loyalty was reducing effort – defined as “the work they must do to get their problem solved.”

How Customer Success teams use CES to reduce churn

Customer Success managers know that one of the most important purposes of onboarding is getting the customer to experience value from the product – as soon as possible. This has it’s own metric, called “time to first value,” and the shorter it is, the more likely the customer will be to continue using the product.

CES for onboarding

CES now helps Customer Success keep a pulse on the onboarding experience of each new customer. The customer onboarding experience in Enterprise SaaS can involve training and implementation advice delivered by Customer Success Managers, in addition to the elements like videos, documentation and walk-throughs in the product itself. Unfortunately, “the seeds of churn” are sown if that process is painful.

Sarang Bhatt, Customer Success Manager at Wootric uses Wootric’s own CES survey to assess the onboarding process. “I find it very useful. We may not get a 7 every single time, but when we do miss the mark, we can close the loop with the customer and improve our processes for the next cycle. This is all because we have proactively solicited honest feedback via CES. Customers see a CES survey before NPS, so it gives us a chance to learn whether we are on track and make adjustments.” 

CES for monitoring customer hand off from Sales to Success

Customer Success teams are also using CES even earlier in the customer journey to measure the ease of transition between Sales and CSMs.

One of the most common causes of frustration for customers is answering questions asked by Sales, only to have to repeat their answers once they’re handed to a Customer Success Manager. The interdepartmental communication ball tends to be dropped during the handoff because customer information is siloed by department instead of shared freely. Customer Effort Score serves as an alert when these types of communication failures affect UX

In fact, Customer Success can use CES to monitor many (if not every) success milestone to see how easily customers achieved them – from the customers’ perspectives. Mapping CES onto the customer’s journey by checking in at success milestones effectively transforms CES into part of the overall customer health score every CSM should be tracking.

Not familiar with customer success milestones? These are often a checklist of tasks your customers must complete to use your product successfully and get closer to achieving their ideal outcomes – what they really want from your product. You can chart them out visually in a customer journey map.

CES for Advocacy

Using CES in customer success has another benefit: advocacy. Users are more inclined to become brand advocates – sharing positive reviews publicly – after positive support experiences. So an in-app CES question that follows high ratings with a timely advocacy ask can help spread brand awareness.

How Customer Service & Support use CES

CES surveys are most often deployed via email after customer support interactions. A user has a question, contacts customer support, receives an answer, and is then asked to score the interaction based on ease.

Why ease? Because research shows that the most important attribute of satisfaction is ease, which makes it the most logical metric to use instead of, or in addition to, other satisfaction metrics like length of wait time or even resolution of the problem. The CES question gets straight to the heart of whether the customer service experience increased satisfaction.

Don’t throw CSAT away though – customer satisfaction metrics provide broader feedback that is still extremely useful.

What to do if CES is low

What if the rating isn’t high? Close the loop! Put a process in place, or use a software platform like Wootric, that takes less than ideal customer effort scores and allows you to close the loop with the customer by reaching out to them individually or triggering appropriate automated responses.  Take action — create a cross-functional team to review feedback and prioritize actions you can take that will ease the pain and create a better experience for your customers.

Trends Tab CES in Wootric Dashboard
CES Trend in Wootric Analytics Dashboard

As you track CES over time, you’ll be able to see the results of your efforts in the score and in your customer retention numbers as well!

Sign up today for free Customer Effort Score feedback with InMoment.

As a retail brand, there are certain elements your company deems important in order to uphold your brand image to your customers.  It’s imperative that each frontline employee represents the brand according to the standards set for service delivery.  But with so many disparate locations, how can you ensure this is happening?  Especially in light of the problems facing the retail industry today. It’s harder than ever for a site manager to maintain these standards, and for the larger corporation to know how best to monitor, motivate, and train personnel to meet these expectations.  Retail site operators face numerous challenges today such as:

  • Shrinking margins/credit card fees
  • High employee turnover
  • More savvy customers
  • E-commerce (competition and/or complementary)
  • Multiple layers from corporate to the frontline (game of telephone)

Mystery Shopping Helps Your Business in Spite of the Challenges

Mystery shopping is designed to break through all of these challenges to objectively monitor, evaluate, and report the consistency of the customer experience delivery at the frontline.  In mystery shopping, expert, unbiased mystery shoppers offer you a complete, unvarnished, and unemotional view of the quality and consistency of your customer experiences at the ground level across all of the channels where you do business. This gives you the information and insights you need to protect your brand, continually improve your customer interactions, and correct problems before they impact your business.

Mystery shopping can help you understand if your business is struggling with things like items being out of stock, wait times that are too long, dirty bathrooms and rude cashiers, so you can take action and improve the experience.

There are many types of mystery shopping, but a few that are useful to retail are:

  • Customer Experience Shops – reveal the behavioral, attitudinal and subjective elements of the customer experience
  • Customer Lifecycle Shops – objectively understand your customers’ experience throughout their entire interaction with your brand – from the decision-making process through final purchase and product service
  • Competitive Shops – discern best practices and other CX dimensions from competitive brands
  • Regulatory Compliance Shops – ensure frontline compliance to federal or state-regulated mandates

Mystery shops can also be conducted in a variety of channels, so if your business operates a call center, brick and mortar locations, and conducts business via the internet, mystery shoppers can assess each of those channels to ensure consistent service delivery across them all.

Mystery Shop Performance Affects Your Business Outcomes

When first implementing a mystery shopping program, it’s of utmost importance to get buy-in from all levels of your organization.  It’s especially important that your site managers first understand the need to adhere to corporate-defined customer experiences and the consistent, operational expectations the company has for all its sites.

Why is it important?  In short, focusing on the customer experience increases sales.

Research shows that your company’s CX maturity is directly related to business outcomes.  The most mature companies in CX practices see a three-fold improvement in financial performance and customer retention than those who only dabble in CX.[1]

In addition, we’ve seen example after example of how sites that score higher in mystery shops also record higher sales than lower-performing sites.

A graph of Mystery shopping vs revenue

These are just a couple of examples you can share throughout your organization to make the case for a focus on CX and the benefits of implementing a mystery shopping program.  Coupled with training on your brand’s specific standards, your frontline will have what they need to fully participate in a program that allows your brand to get an objective view of how your frontline performs on the items that are important to your customers and your brand.

Understanding the Business Impact Motivates Operators to Perform

Once site managers understand that focusing on the customer experience can impact their bottom line, they are more likely to participate in a program that makes sure they adhere to the brand’s standards for the customer experience.  Even if the product you are selling is great, it’s the engagement with the employees that makes a difference to customers. An engaged workforce best maintains positive customer experiences.

At that point, a mystery shop program can help a site manager:

  1. Understand what’s expected of his/her operation and staff
  2. Objectively view the consistency of the customer experience delivery at the frontline

In turn, this helps the c-suite and other stakeholders determine strengths and areas of improvement at sites and across networks. Identifying areas for improvements drives initiatives to update training, create new programs based on incentives/penalties, develop rewards/recognition programs, update existing processes and expectations, etc.

This benefits each level of the organization.

  • Corporate – Assess strategy and operating procedures
  • Field Support – Target support to units needing the most help
  • Site Operator – Obtain real-time feedback and solutions for improvement
  • Frontline Employee – Clear expectations on delivery
  • Consumer – Knows what to expect from your brand, more likely to return, contributing to increase in sales

Communication of the Results Must Be Clear and Useful

The tool your business uses to report the results out to your stakeholders must be clear and useful.  Your stakeholders should be comfortable accessing reports in order to easily identify strengths, pinpoint opportunities, and understand how to address those opportunities.  This will help them view the program as an overall benefit to their business.  They get to celebrate victories and successes with their teams, and can also easily address where improvements are needed in order to continue to focus on the customer experience, thereby increasing sales.  When site operators can easily take action on improving their performance, they begin to see their bottom line improve, which in turn gets them even more excited and engaged in the program.

Unify Your Brand

A mystery shop program can help break through the problems facing the retail industry today. Site managers can keep up with corporate standards, and corporate can be informed on how best to monitor, motivate and train toward their expectations. Mystery shopping will ensure that each frontline employee represents the brand as it should be presented. It will unify your brand and streamline your success.

[1] Source:  MaritzCX Program Market Sizing Study (Population Benchmarking Study) conducted Oct 21-22, 2015 (n=1000); MaritzCX CXEvolution Study conducted August 2015-February 2016 (n>5,000)

Top 10 AI Terms Every CX Pro Should Know

Here are ten artificial intelligence (AI) terms every CX professional needs to know to keep up with the customer intelligence conversation.

There’s a lot of talk about Artificial Intelligence (AI) in CX these days, and while most CX pros won’t ever write an algorithm, understanding the fundamentals of analytics and AI is no longer an option — it’s a necessity.  Following are the top 10 key AI terms every CX practitioner must know in order to keep up with the AI conversation:

1. Artificial Intelligence

Advanced software that automates the learning and performing of tasks that normally require human intelligence, such as learning, decision-making, speech and image recognition, and translations.

2. Analytics

The detailed examination of data as the basis for discussion or interpretation. There are a variety of types of analytics processes. Gartner breaks them out this way:

    • Descriptive – Characterized by traditional business intelligence (BI) and visualizations such as pie charts, bar charts, line graphs, tables, or generated narratives.

“What happened?”

    • Diagnostics – Characterized by techniques such as drill-down, data discovery, data mining and correlations.

“Why did it happen?”

    • Predictive – Characterized by techniques such as regression analysis, forecasting, multivariate statistics, pattern matching, predictive modeling, and forecasting.

“What is going to happen?”

    • Prescriptive – Characterized by techniques such as graph analysis, simulation, complex event processing, neural networks, recommendation engines, heuristics, and machine learning.

“What should be done?”

3. Machine Learning

This is a term sometimes used interchangeably with AI, but in fact, it’s one just one component, albeit an important one. Machine learning is computers the ability to learn a task or function without being explicitly programmed. There are several different types of machine learning, including:

  • SupervisedThe task or function is learned from labeled training data, most often curated by a human.  The algorithm adapts to new situations by generalizing from the training data to act in a “reasonable” way.
  • Unsupervised – The task or function is learned from hidden structures in “unlabeled” data. Because the dataset is unlabeled, there is no evaluation of the accuracy for the outputted model.
  • Neural Networks – A number of processors operating in parallel and arranged in tiers. The first tier receives the raw data, and then passes on its “knowledge” to each successive tier.
  • Deep Learning – a machine learning model that leverages hierarchical representation of the data. This is best illustrated when used with Neural Networks.

4. Algorithms

A set of rules or process to be performed in calculations, especially by a computer.

5. Models

Algorithms that analyze and visualize data through a specific lens. Some notable types of models include:

  • Anomaly – Recognition of a significant change in the data being monitored. (E.g. an increase in frequency of a particular issue being discussed by customers.)
  • Churn – The likelihood of loss, especially of a customer or employee leaving an organization.
  • Recommendation – A set of instructions given that will improve a specific key metric.
  • Financial Forecast – Using historical performance data, a prediction about future performance is made.

6. Speech Analysis

Recognition of customer tone, pitch, and volume to determine customer sentiment and emotion.

7. Automated Speech Transcription (Speech-to-Text)

Automated recognition of digitized speech wavelengths converted to text.

8. Facial Recognition

Machine learning applied to images to identify the key characteristics of human faces.  Typical applications include identifying a particular person (to unlock a device) or the emotions they may be expressing (a customer is unhappy).

9. Text Analytics

Identification of valuable concepts from human-created text data (social reviews, survey comments)

  • Natural Language Processing (NLP) – The application of computer processing to deriving patterns and meaning from large sets of text-based data. There are two types of NLP, rule-based and machine learning. With rule-based, human curation plays a role in creating and refining dictionaries, rules and patterns, which are then coded into the to the computer. With machine learning, the computer learns from existing data sets and then automatically generates the rules that drive the analysis of the text data.  
  • Natural Language Generation (NLG) – The automated creation of text data using computational linguistics to streamline the interaction between humans and computers. Siri and Alexa are examples of NLG.

10. Internet of Things

The interconnection via the internet of everyday computing devices enabling them to send and receive data. For example, the Bluetooth connection between your phone and car.

To read more about InMoment’s advanced analytics and the intelligence they provide, click here!

4 Lessons on Launching a VoC Program from Choctaw Nation

Here are four lessons a major entertainment conglomerate learned when implementing their voice of customer and CX program.

InMoment recently hosted a webinar with three of our clients to discuss the lessons they’ve learned as they worked to establish their CX program. In “Three Things I Wish I Would Have Known When Starting/Growing a CX Program,” I facilitated interviews with Choctaw Nation, Tony Roma’s, and Discount Tire, where we discussed lessons from their individual CX journeys.

The discussion was incredibly informative and eye-opening, so for those of you who were unable to tune in, I will be writing a three-part series where I review my favorite insights from each of the client interviews. Let’s dive in!

The first client we interviewed was Choctaw Nation, an Oklahoma-based business that operates gaming sites, resorts, RV parks, a printing company, travel plazas, farms and ranches, and a country market. With so many customer journeys the brand decided to implement its first formal customer feedback management program with InMoment in order to hear and respond to customer stories.

Tommy Rhoads, executive director of guest experience and operational excellence, joined our webinar to discuss his experience implementing Choctaw’s new program and shared four lessons for other practitioners who are just starting their CX journeys.

1. Set expectations.

The first lesson Tommy shared was that any organization new to a formal VoC program must set expectations for what will happen after implementation. Tommy explained, “Customers are going to complain. Yes, customers are going to have something to say about your business, and you know, that’s really okay!” He then went on to emphasize what we here at InMoment truly believe about negative feedback: that though it may feel negative at first, this feedback is ultimately an opportunity to show your customer that you’re listening to their voice.

When you start formalizing your approach to customer feedback, it is important to expect that there will be negative feedback, but instead of dwelling on it, use it as an opportunity to identify areas for improvement.

2. Anticipate and prepare.

The next lesson Tommy described involved taking a critical look at what you already know about your business’s existing customer experience. What are the known issues you have as an organization? By identifying these before customer feedback starts pouring in, you have the opportunity to start making a plan and “look at the capability of the organization versus the capacity… to [address] it and… meet the needs of our customers.”

Tommy said that in his mind, this initial overview before implementation is the most critical step you can take when starting your CX journey (and I’d have to agree)!

3. Be flexible.

This lesson is all about expecting the unexpected. Preparation can take you a long way, but it is just a fact of the journey that unknown issues will arise. In this case, it is imperative for businesses to be flexible.

Tommy describes this flexibility as “collaborative recalibration,” or the process in which a business sits down, faces the unexpected issue, and puts a plan in place that allows them to take action. This kind of flexible approach is what will really allow your company to bounce back from unexpected issues and find CX success!

4. Don’t lose sight of the big picture.

With the incredible amounts of new customer data you will get when first applying your VoC program, it can be easy to get caught up in the minutia. In the first 13 days of Choctaw’s new program, they received 8,000 responses. Safe to say, they felt like they had a lot of work to do.

Tommy said that in the face of what might have been an overwhelming situation, they were able to find inspiration from their big picture. They knew that this feedback would be pivotal in providing the type of experiences they wanted to, and would ultimately help them to meet all their goals as a company. They also took a look at their core cultural values as a company, and returned to their task with the intention of not focusing on the negative, but emphasizing the positive. It is with this big picture outlook that Choctaw was able to start off its formal VoC efforts on the right foot.

Starting off a new customer listening program is no easy feat, but it helps to hear from organizations who have been there before and can offer first-hand advice on how to overcome CX hurdles.

3 Ways Telecoms (and Other Businesses) Can Improve their Customer Experiences

How can the telecommunication industry improve customer experience? Our research revealed three key ways...

In today’s digital world, consumers’ dependency on telecom services like mobile, streaming and the almighty internet will continue to increase. And while this ever increasing demand means higher revenues for telecom, it hasn’t translated into good news for customers. While seeing some improvement in recent years, the telecom industry still hovers at or near the bottom of every major customer experience index.

The downside of being essential

With many lines of service – especially internet access – perceived by consumers as a necessity akin to oxygen, unsatisfactory experiences are magnified. When they’re working fine, however, no one is celebrating the service. And even when customers report feeling satisfied, they are incredibly stingy with the next level of relationship: loyalty.

According the our recent research, the downward spiral starts early. InMoment’s report, Customer Experience in the Telecom Industry, found that satisfaction plummets at the one-year mark – across all lines of service (TV, internet, mobile, etc.). During the initial honeymoon phase, the technology is still shiny and new, and introductory customer deals are still in place. But as service failures happen and introductory pricing is replaced by sometimes shockingly higher bills, deep frustration sets in. And while satisfaction does bounce back, it never fully recovers.

This dissatisfaction causes customers to look to greener pastures. Telecoms spend an inordinate number of resources luring new customers away from competitors. And while strong acquisition rates are highly prized by shareholders, the result is often a matter of “be careful what you wish for…”  The same study found that most of the time, these hard-won new customers are much less satisfied with their new provider than the one they abandoned. It may be a matter of inflated expectations, lofty promises, or a combination of both. Either way, these new, unhappy customers can be more tenuous and more expensive to maintain.

While telecoms face significant challenges, the research also reveals some steps they can take to make real improvements in customer relationships, and their business.

Continuously engage

Regularly engaging customers and consistently asking for feedback will help telecoms avoid unpleasant surprises and find new ways to enrich the relationships. A significant increase in a subscription fee or changes to an offering should never be a surprise. Concerted efforts to communicate changes and ensure customers fully understand and are enjoying the full value of their service can ease the transition.

Another major challenge for telecoms is service interruptions, some of which are within their control, and some of which are not. Either way, transparent and honest communication is the best policy. The Metropolitan Transport Authority in New York recently started being transparent with customers about train delays, and customers were reported to act less hostile, especially when they understood delays were not the train’s fault. Another key to successful regular and proactive communication is offering multiple, connected contact channels to alleviate customer frustration of having to restart the resolution process or have to re-enter information like their name and account number. A diverse group of channels ensures consumers can contact their telecom in the way that’s most natural and convenient for them, and have a seamless experience when they choose to switch.

Prioritize human interaction

Although AI and automated chatbot usage have increased and can add efficiency to the brand-customer equation, deploying these technologies at the wrong times increase frustration. Easy access to human representatives — especially for complex issues — is one of the best things companies can do to effectively solve problems.

The study found that customers across nearly every service line who had a personal interaction with a brand representative reported higher satisfaction levels than those who had not. Another report found that 67 percent of customers have hung up the phone if they weren’t able to talk to a real person, and another revealed that a bad phone experience would send three quarters of consumers to a competitor. That’s why it’s vital to both provide live human channels, and conduct comprehensive training for those in client-facing roles to ensure they’re well-prepared to thoroughly address each customer issue.

Technology investments should augment human efforts, providing agents with the information and context to handle more service requests faster, and more effectively. However, this cannot happen if customer queries and user information are not seamlessly exchanged between intelligent systems and their human counterparts.

Offer a range of engagement options

Because customers’ needs are varying, they should have access to varying channels for customer support as well. After all, different situations call for different paths to customer service.

For example. landline phone issues aren’t conveniently solved at a physical location—the device can’t even be brought into the store, so perhaps an online chat portal is a better fit. But when it it comes to issues surrounding mobile connectivity, in-store could be the perfect opportunity to bring in the actual device and dialogue face-to-face with a representative for a troubleshooting session.

The challenge to this upgrade in contact channel options means more experiences for telecoms to manage, though no matter where the telecom and customer interact, the experience should remain consistent. As telecom technology moves forward and a fast, quality internet connection becomes all-the-more a necessity, the investment will prove itself more than worth it in due time.

The most important piece of counsel any brand can receive is to invest generous resources in really listening to customers. Listening is more that doling out surveys, providing comment forms on your website, and even offering a real human to hear a complaint. With today’s technologies, customer listening can be always-on, multifaceted, and feel a lot more like a reciprocal conversation than an interrogation. Listening also consists of letting the customer know you’ve heard them, and taking their advice. Just like any human relationship, it’s not nice to ask if you have no intention of responding with integrity.  The logistics in doing this may be infinitely complex, but the rules of good human relationships remain pretty simple.

If telecoms will let them, customers can serve as valued consultants in helping these organizations focus resources in the right places to have an impact that matters to both customers and the bottom line.

Why is Customer Experience becoming the primary way companies differentiate themselves in an increasingly crowded market? How does CX pave the way for growth? How do you measure it accurately (and actionably) – and how can you leverage customer feedback for happier customers, more referrals, and more sales?

We asked all of these questions and more of CX experts at the top of their field – and their answers will inspire you.

Customer Experience Experts on Growth

Customer Experience is inextricably linked to growth – when you give the customers not only what they want, but also what they need in a way that leaves a positive impression, you’re making an investment sure to pay dividends.

“Customer experience drives growth. Data supports this fact. Forrester showed that CX leaders, on average, grow more than 5x faster than CX laggards. The companies that have made CX a priority focus on understanding the customer’s needs and wants and spend a lot of time understanding the journey a customer takes. They ensure the customer voice is heard (either through direct interviews or other opportunities to provide feedback) at each touch point of the customer journey, make sure actionable insights from feedback gets back into processes and close the loop with customers to advise them of the actions they took. They do this because they understand the post-purchase phase of the customer lifecycle is where growth occurs.” – Sue Duris, Director of Marketing and Customer Experience, M4 Communications, Inc.

Customer Experience Experts on Tracking CX Metrics

What’s the best way to improve the experiences your customers are having? Opinions differ, even among experts, but everyone agrees that what gets measured gets done.

“An organization should have many tools available to them and not lean on any one of them too heavily. They should look at a combination of CES, NPS, CSAT, loyalty, and emotions metrics. In addition, measurement shouldn’t be taken in a vacuum. Testing and analysis should occur regularly and consistently so you can view trends and then take deep dives to determine the reasons the trends are what they are. This will help you improve your CX performance.” –Sue Duris, Director of Marketing and Customer Experience, M4 Communications, Inc.

“If you want to get started with measuring and improving customer experience, I recommend you begin by tracking Net Promoter Score. You’ll get a metric that everyone in the company can rally around improving, and the rich feedback you get from customers will give you guidance on how to do it.  Over time you can build a sophisticated customer feedback strategy that incorporates a number of CX metrics, but I advise that you get the ball rolling as soon as possible. There are a number of low cost/no-cost SaaS platforms out there, including Wootric, that can get you started quickly.”  –Jessica Pfeifer, Cofounder and Chief Customer Officer, Wootric.

“The Net Promoter System is the most effective way to gauge customer experience at scale. The better your customer experience, the more likely your customers will be brand enthusiasts or promoters. And the more promoters you have, the higher your Net Promoter Score will be.” – Jes Kirkwood, Content & Community Marketer at Autopilot

“The social media sites that have perfected the art of public reviews are the best customer experience gauges available.  Yelp is a great example for the service industry, Capterra is a grand example for the software industry.  Monitoring those channels is a passive way to manage these gauges.  If you want quality, meaningful results, you will have to intentionally drive customer traffic to those platforms. Be brave. Invite them to be honest.” – Joe McCollum, Configio Support/SaaS Consultant

Customer Experience Experts on Retention

Sure, you can keep customers even if you provide a lackluster experience – if you’re the only game in town. But with competitors coming out of the woodwork, nobody has any market cornered for long. Offering superior CX is the only way to win the kind of loyalty that becomes the mortar paving the road to retention.

“I spend a lot of time with SaaS startup clients whose number-one goal is to improve recurring revenue. What I’m really excited about is a lot of my early stage startup clients are eager to put CX in place now so they are ready for when they scale. They know how vital CX is to corporate growth.” – Sue Duris, Director of Marketing and Customer Experience, M4 Communications, Inc.

“Customer experience is one of the two core pillars of customer retention — the thing is, you can’t grow if your customers don’t stick around. Keeping customers around is harder than ever—and delivering an unparalleled customer experience is the only way to win. Today, companies must curate a timely, relevant, and personalized customer journey, nail customer support, and take advantage of every opportunity to surprise and delight.” – Jes Kirkwood, Former Content & Community Marketer at Autopilot

“Efforts toward retention should start early in the customer relationship. At Wootric, we ask our customers the Customer Effort Score question to get feedback on our onboarding process. When we don’t get top marks, we get an opportunity to make things right with the customer immediately and get back on track. All because we reached out and proactively asked for feedback early on.” –Jessica Pfeifer, Cofounder and Chief Customer Officer, Wootric.

Customer Experience Experts on Leveraging Emotion

Emotion is a vital, yet often underappreciated, component of decision-making – but CX experts know that winning minds isn’t enough. Customer Experience is a game of winning hearts.

“In my experience working in varying industries, customer trust is a byproduct of an amazing customer experience. Whether it’s helping them with a purchase or teaching them how to use software; the make or break is how they feel when they walk away from you. If they walk away with complete trust, that type of experience translates to growth.” – Joe McCollum, Configio Support/SaaS Consultant

“We’ve found that it’s often the accumulation of small annoyances that does the most damage to a customer’s perception of a brand and their loyalty as a purchaser. Frustration metrics (things like rage clicks, error clicks and form abandonment) are a great way to quickly spot and fix major things that are actively blocking customers from achieving their goals and/or contributing to an overall negative experience.” – Amy Ellis, Marketing & PR at FullStory

“As a Product Designer, I understand that even more than having a great graphic design and program, the product needs to generate an experience that connects customers emotionally with your brand/service/product. Meaningful relationships are created by strong experiences. It’s how customers become allies for the marketing team for both referrals and acquisition.” – Diego Dotta, Developer & CXO at Youper

Customer Experience Experts on The Future

CX is a quickly-evolving field as new technologies make it easier to create better experiences, track those experiences, and leverage those experiences into engines for retention and growth. What does the near future hold – and what do you need to do to stay on top of the wave?

“I believe that CX will only become more important as it gets easier for newer, more nimble companies to disrupt larger slower companies. Technology will continue to get better at helping companies quickly and easily see where they’re letting down their customers – like causing them frustration and anger, complicating their progress toward their own goals, and missing opportunities to surprise and delight.”  – Amy Ellis, Marketing & PR at FullStory

“Right now brands are inundated with CX feedback–social, surveys, support tickets–and it’s all over the place. Companies that take a systematic approach to aggregating and analyzing all of that Voice of the Customer data in one place will have a competitive advantage.  AI–in this case a combination of machine learning and natural language processing–is making it possible to glean insights from those thousands of qualitative comments.” – Jessica Pfeifer, Cofounder and Chief Customer Officer, Wootric.

“Companies will need to focus on two areas:

  1. Creating consistent omnichannel experiences that cover digital. CX tends to be fragmented which hurts customers and companies. A better approach is to create a consistent experience across channels, and companies miss the boat on digital because they have gaps in their technology. Companies should focus on setting up a strong technological foundation which encompasses the entire customer journey
  2. Investing in AI. While current AI applications include chatbots for many tasks (Facebook Messenger currently has over 100,000 chatbots), a common application is to use AI for lower level customer service tasks. At more advanced stages, AI will be invaluable to CX in predicting sales and service behaviors and in augmenting engagement, to name a few.”

      – Sue Duris, Director of Marketing and Customer Experience, M4 Communications, Inc.

“As technology continues to evolve, customer expectations will continue to rise. Delivering a hyper-targeted, personalized customer journey will become standard practice—customers won’t accept anything less. Creative marketers will find unique ways to surprise and delight, setting the bar even higher. Any companies that are already falling behind will struggle to keep up.” – Jes Kirkwood, Content & Community Marketer at Autopilot

“The challenge I have here, in a behavioral health company, is to discover and solve customer issues before they realize it themselves. I also see a need for increased availability – even offline – for when customers need emotional support, which we can do by being proactive using AI and passive data.” – Diego Dotta, Developer & CXO at Youper

“A lot of companies are turning toward value-added membership campaigns. I personally feel these first round of loyalty driven offerings are based too much on the fear of losing market share, less on value added that builds and increases the trust of the consumer. The evolution of CX will force many companies that want to be successful to bite the bullet and put their money where their mouth is. The good news is, the future is bright for the consumer.” – Joe McCollum, Configio Support  / SaaS Consultant

Experts Agree: The Future is About Using Technology to Serve Customers Better

From customer success goals to metrics that measure emotion, to carefully planned and tracked customer journeys, Customer Experience reaches into every aspect of how companies relate to their customers. You can look at CX as the end result of how business decisions ultimately affect customers, or you can look at CX as the guiding light that becomes a company-wide compass for customer-facing decisions. Either way, it’s clear: To survive and grow, today’s businesses have align behind the customer experience.

Measure and improve customer experience. Sign up today for free Net Promoter Score, CSAT or Customer Effort Score feedback with InMoment.

How to Prioritize the Feedback that Actually Impacts Revenue

Are you following best practices for a closed-loop approach to customer feedback? Here's how you can prioritize your data to get the insights you really want and need.

When starting your CX journey, the immediate focus is almost always on collecting customer data. After all, how can you assess your current situation without any customer feedback? So after scavenging social channels, physical surveys, and phone surveys, you have a mountain of data in front of you. This is a definite accomplishment, but it is also the beginning of another phase of careful deliberation.

You know you need to prioritize this mountain of data in order to avoid picking up more than you can carry, but the way you categorize your customer feedback is rarely obvious. In fact, the most obvious path to take can actually get in the way of your CX program’s ultimate goal: positively impacting your revenue.

In order to help you develop an approach to your data, I will explain the obvious path many businesses follow, why it can actually harm your customer experience, and which two ways you can prioritize your data to get the results you want!

Don’t Weight Your Data

Many businesses try to summit their data mountains by weighting their data, or in other words giving data from one specific channel president over others. Though this option may seem like a good one at first, in the long run these businesses miss out on the best opportunities. Why do I say this? Because in weighting your data, you are missing out on improving other experiences. Yes, one area may excel, but one out of many is still a minority.

When it comes to customer experience, every experience matters. Each touchpoint available to your customer is an opportunity for them to interact with your brand and is therefore an extension of it. By weighting data, you are disregarding several points in your customer’s journey, risking a potential revenue loss because of a disjointed experience or a failure to deliver on a brand promise (which is essential to develop customer loyalty).

In order to avoid these difficulties, weight all data the same regardless of channel. An omnichannel perspective delivers a more thorough understanding of your customer’s needs and how you can meet them. Once you’ve done this, I suggest trying a few other prioritization methods that will bring you more success with your customers.

Do Prioritize Negative Experiences

Everybody appreciates a good compliment, so it can be tempting to reach out to satisfied customers to find out what you did right. While this can be helpful, it is ignoring your most at-risk customers. These are the customers that need the most immediate attention as 91% of unhappy customers won’t return to your brand. Because unhappy customers are a reality for any business, this means that putting off responses to unpleasant feedback is a sure way to lose customers.

When you prioritize these customers, the opposite it true. In fact, you are more likely to gain loyal customers as 70% of the time, a person will become a repeat customer when a complaint is resolved in the customer’s favor. It simply makes good CX sense to prioritize the negative experiences.

Do Prioritize by Time Cases are Created

After singling out negative experiences, I have one more way for you to narrow down your prioritization strategy: Respond to those negative experiences by the time they were created.

Think of your plan of attack like a countdown. Give yourself a time limit for how long a case can remain unresolved. This will help you to close the loop with your customers in a timely manner and to retain customers. I would suggest your goal be 48 hours and, at the very most, under a week, as 50% of consumers give a brand only one week to respond to an inquiry before they stop doing business with them. When you respond to your customers as quickly as possible, you are letting them know that they are your priority, and as we all know, the customer is king!

When it comes to approaching your customer data, it is imperative that you first develop a plan of attack. By making sure that you are weighing all your data equally and prioritizing by negative experience as well as the time cases are created, you are setting yourself up for positive revenue impact!

Are You Listening Where Your Customers Are Talking?

Learn how an omnichannel voice of customer feedback management solution can help you get the most out of your voice of the customer data, whether they want to provide feedback in-store, online, by phone, using video, social media, or just by the way they interact with your brand.

The world of customer experience is constantly evolving, especially when it comes to sources of customer feedback. Searching one single channel—or even two or three— means barely breaking the surface of the resources available to you.

Today, the best Voice of Customer programs survey multiple channels such as web, voice, video, mobile, and many more to get the deepest and most informative insights possible. Check out the graphic below to see how your listening methods can invite insights from every possible CX venue!

omnichannel voice of customer data collection

Customers want to be engaged across both physical and digital forums, so it is essential to meet those customers in both places with the tools you need to listen. By engaging your customers on all channels, you are creating seamless interactions with your brand and positive customer experiences.

With InMoment’s platform, feedback from any customer on any channel are available in just one easy-to-use interface. To schedule a demo and get actionable insights from your customer data, click here!

How to Make Unhappy Customers Your Greatest Asset

Can unhappy customers help you improve customer loyalty? Find out how to create opportunities for improved customer experience.

The ultimate goal of any CX effort is to create the experiences that in turn produce happy customers who then become enthusiastic brand advocates. However, just like any goal, this is not necessarily achievable all the time.

For any business, the reality is that from time to time there will be unhappy customers. A particular location could have an off day or maybe a customer is just in a bad mood. Regardless of the cause, negative experiences will happen. The measure of your CX strength then isn’t whether negative interactions happen or not, but how your organization responds to them.

One course of action is to simply write off the experience with a “we’ll do better next time,” but I would argue that this reaction is not enough. In fact, just leaving those unhappy customers be could have dire consequences. After all, 91% of unhappy customers won’t return to your brand.

You may not be able to go back in time and stop that negative interaction before it happens, but you can treat this unhappy customer as an opportunity. Why? Because 70% of the time, a person will become a repeat customer when their complaint is resolved in their favor.

With the right approach, an unhappy customer can actually become your best CX asset. Here are two ways that you can use a negative experience to shape CX success:

Identify Areas for Improvement

Every company has areas where they can improve, but knowing which areas to spend time and resources on can be difficult. For each industry, there are the standby areas for improvement, and across all businesses, there are standards for cleanliness, service, and product. It would be easy to just assess the most popular categories to analyze, but this can be a dangerous policy.

In many cases, the areas an organization sees as needing improvement often do not ally with their customer’s pain points. This discrepancy can cause an organization to waste resources on areas that will not make a difference. This is where unhappy customers come in. In the very act of voicing their complaint, they are identifying the areas they would most like to see improved. By assessing unhappy customer feedback enmass, you can prioritize true areas for improvement and make informed, effective business decisions.

Use the Personal Connection to Create Brand Advocates

So a customer has voiced their complaint and now you need to react. Before reaching out to the customer, it is important to acknowledge that if you go in blind, you can do more harm than good. If a customer service representative is not armed with data when they make a call, they enable the customer to re-live their negative experience and all the emotions that came with it, making the call meant to recover them an equally unpleasant experience.

It is imperative to be informed of the customer’s situation before reaching out not just to avoid this potential blow up, but also because that familiarity provides the potential for a personal connection. When a company representative knows a customer’s situation, is able to apologize, and can offer to make it up to them, a customer feels known and important. This is the most effective way to create a brand connection and even more to instill loyalty and advocacy in your customers. The negative experience then becomes a positive one, and that positive experience can do wonders for your CX reputation. On average, Americans tell an average of 9 people about good customer experiences. That means you have the potential to create nine new brand advocates by simply closing the loop with one customer.

Feedback from an unhappy customer can seem like an overwhelming negative at first glance, but when you take a second look, the potential is even greater than the initial difficulty.

Avoiding Survey Fatigue: How to Filter Your Existing Customer Data

How do you avoid customer survey fatigue but still get the insights you need to drive your CX programs? Find out how to mine more, better insights from your existing data.

We all know the age-old comparison “like looking for a needle in a haystack” and we’ve all had experiences that make that saying relevant. While searching for your car keys may feel like looking for a needle in a haystack, sorting through your customer data shouldn’t.

You spend time and resources collecting customer data in order to gain the type of insights that can guide your business decisions, but sometimes the path from point A to point B can feel unclear. When you have a multitude of data from multiple channels, insights on one specific topic can seem hard to find. In fact, the task of picking through masses of data for one specific thing can seem so tedious and daunting that you may be tempted to just send a one-off survey out to your customers on a specific topic.

While this technique may be fine every once-in-a-while, using surveys as your main data collection method puts your customers at risk of one terrible CX pitfall: survey fatigue. If their inbox is flooded with surveys every few days, your customers are more likely to be irritable and less likely to give you the valuable feedback you need.

So what do you do? Do you look for the needle in the data haystack or do you risk survey fatigue? Luckily, there is an alternative option that gets you the answers you need in a timely manner: data filtering and prioritization.

Today’s most effective CX software features tools that will allow you to sort through the data you already have to find the information you need to create premium customer experiences. Tools such as Explore™ allow you to slice-and-dice data in multiple ways for multiple insights. To give you an idea of what this looks like, I will discuss three of these filters and how they can be effective problem solvers.

1. Location

Sorting through data by location is endlessly useful. Let’s say you want to see how a new product is doing in specific regions. You simply specify the region on your platform overview and search the product. Your CX platform will automatically sort through existing data to bring up product relevant customer feedback for that area. In filtering your data by location, you have an understanding of that area so you can make decisions that make good business sense and satisfy your customers.

2. Negative Score and Sentiment

Closing the loop with customer complaints is one of the ultimate goals of customer experience. In fact, 70% of the time a person will become a repeat customer when a complaint is resolved in that customer’s favor. The benefits of solving customer complaints are obvious, but it is time-consuming to try to solve every problem as it comes in. To resolve effectively, you need a strategy. Filtering your data by negative score and sentiment can give you that strategy. Simply sort, see what customers are saying, and come up with a way to address the issue. Then you can contact customers to let them know how you are resolving the issues. You’ve saved time and your customers feel heard: It’s a definite win-win!

3. Time

Sorting data by time has two major benefits. Firstly, it allows you to spot trends over time. For instance, you can identify which products are more popular at which time of the year and make decisions to reflect that insight. Secondly, you can put out fires before they start. When you sort your data by time, you can see the feedback that has come in most recently, identify anomalies, and address them before they become a greater problem.

Filtering data not only saves you time, but it also gives you the actionable insights you need to make your customers feel heard.

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