Best Practices in Customer Experience (CX) Measurement and Analytics

The following are the top 10 concepts you will learn in this blog article:

  1. What are the most common set of metrics used to measure customer experience quality and effectiveness.

  2. What these common customer experience metrics are used for

  3. When are these best practice customer experience metrics best measured

  4. What a customer journey (a.k.a. customer life-cycle) is and how it related to customer experience metrics

  5. Why a balanced scorecard is better than any one single customer experience metric

  6. Why NPS is not sufficient to provide a comprehensive picture of your customer experience quality and effectiveness

  7. The top 10 best practices in developing a world-class customer experience measurement program and balanced scorecard

  8. Sample of what a customer journey looks like as well the customer experience analytics collected at each journey phase

  9. Examples of embedded detailed customer journey phase analytics paired with summary & executive level customer experience analytics

  10. How to develop customer experience analytics that also drive the development and support of a customer first, surprise and delight culture.

Peter Drucker once said “If you can’t measure it, you can’t manage it”. This ageless and famous quote applies to almost all situations and customer experience is no exception. There is virtually no way to determine how effectively your customers are being treated without a robust set of measures to gauge how well you are fulfilling their needs, wants, desires, etc. In this blog article, we will cover the specific metrics that best practice companies use to measure their customer experience delivery along with it is done.


Peter Drucker's Famous Measurement Quote

Peter Drucker’s Famous Measurement Quote

The Chart below illustrates some of the more commonly used customer experience (CX) metrics and how/where they are used in the customer journey continuum.

Commonly Used Best Practice Customer Experience (CX) Metrics

Commonly Used Best Practice Customer Experience (CX) Metrics

  • Customer satisfaction (CSAT) – one of the most common uses of customer satisfaction ratings is on ratings websites like Yelp, TripAdvisor, Facebook, Google, etc. using the now famous five star rating system seen below. Other customer satisfaction feedback mechanisms are more sophisticated, querying customers on an array of customer experience topics that are multi-dimensional in nature.

Customer Satisfaction Score Example

Customer Satisfaction Score Example

  • Customer Churn Rate: Customer churn rate is almost always expressed in terms of a percentage and is a product of the number of lost customers divided by the number of retained customers for any given period (day, week, month, Quarter, Year).

Customer Churn Rate Example Calculation

Customer Churn Rate Example Calculation

  • Customer Effort Score: Customer Effort Score is recorded to keep a pulse on how easy it is for a customer to accomplish certain transactions with your company (e.g. return a product, handle an issue, inquire about upgrades, etc.). It is obtained via surveying customers following a major interaction and is expressed in terms of a numeric, typically on a 1-10 or 1 to 7 scale. Here is a sample I developed for a client where the score is translated into a 1 to 7 scale (from “Strongly Disagree”=1 to “Strongly Agree”=7).

Customer Effort Score Example Quantification

Customer Effort Score Quantification Example 

  • Customer Average Time to Resolution (CATTR): This metric is a measure the average time it takes to resolve categories of customer interactions (inquiry, product issue, service issue, contract renewal, return, etc.). This is expressed in average time per interaction category as shown in this example

Customer Average Time to Resolution (CATTR) Example Calculation

Customer Average Time to Resolution (CATTR) Example Calculation

  • First Contact Resolution (FCR): All companies should strive for what is called “one and done” customer service, enabling the customer to handle any need with one short effort. The benefits of achieving this are endless including the following: Research I have read has indicated that a 1% increase in FCR rates translate into decreasing operating costs by 1%, increases of both customer satisfaction and employee scores by 1-3% as well as increasing customer loyalty (up to 20%). How companies measure FCR vastly differs including surveying customers, tracking it in a CRM system, tracking it in a contact center database or querying the customer at the end of a call. Many companies sadly do not track this metric and lose out on the visibility and resulting benefits this provides.

One & Done Customer Service

One & Done Customer Service Creates Elated Customers

  • Contract Renewal Rates: This metric is more company specific but, when applicable and used in conjunction with the other metrics, provides a great barometer on the health of the contract oriented business. For example, you might be experiencing great FCR and customer average time to resolution, but contract renewal rates might be lagging due to a perceived lack of value by the customer for the price paid. By using this metric in a balanced scorecard along with CSAT, FCR, CATTR you have a much more comprehensive view of total customer satisfaction than with just a few measures, allowing you to reduce business risk and potential revenue surprises.

High Contract Renewals = High Customer Satisfaction

High Contract Renewals = High Customer Satisfaction

  • Net Promoter Score (NPS): Net Promoter Score (NPS) is the most commonly used and simplest customer experience metric that exists.  NPS is typically measured by asking the following question:

How likely are you to recommend [business, service, product] to a friend or colleague?

Customers rate your company, service, product, etc. on a scale of 0 to 10. Respondents are grouped in the following categories:

    • Customer Promoters (Score 9-10)

    • Customer Passives (Score 7-8)

    • Customer Detractors (Score 0-6)

Calculate Net Promoter Score is typically calculated by subtracting the percentage of net detractors from net promoters. Here is a great illustration on how this is determined, calculated:

Net Promoter Score Example Calculation

Net Promoter Score Example Calculation

It has been found that only those customers who provide a rating of a 9 or 10 on the NPS scale are those who will truly become adjunct volunteer company sales and marketing agents and are a result of experiencing surprise and delight levels of customer service. These same elated customers are the ones who tell everyone they meet about your exceptional company and your amazing, services, products, customer service, etc. More on this in a future blog that will address the topic of “Delivering Consistent Surprise and Delight Customer Service”.


On this last point of NPS, there exist many misnomers about what to measure for customer experience effectiveness. Many professionals I have met in my consulting travels have the misconception that measuring one metric like Net Promoter Score (NPS) is sufficient to measure the quality of the customer experience you are delivering to their customers.  This is equivalent to believing that taking your body temperature is sufficient to determine your overall health when in actuality there are many measures taken together that help make this healthy/not healthy determination. The same is true for measuring the quality of your customer experience. While NPS is a good measure for helping to determine the quality of your customer experience effectiveness when used correctly, similar to body temperature, it must be augmented with many other measures to determine its overall effectiveness.


Other customer experience metrics include employee turnover (a leading indicator of customer satisfaction), year-over-year same customer spend, customer loyalty and average longevity, customer acquisition rates over time, etc. I will go more into this when I cover the topic of customer journeys.

Customer Experience, Satisfaction Humor

Customer Experience, Satisfaction Humor

First, let’s examine my recommended top 10 best practices for measuring your customer experience delivery effectiveness.

  1. Monitor Customer Experience Metrics in Real Time and continuously improve customer experience programs based on actual CX metrics/program performance.

  2. Track top level Customer Experience (CX) Metrics for all customers (i.e. average customer satisfaction) and for individual customer segments (i.e. price sensitive customers or high value customers).

  3. Request both customer qualitative and quantitative ratings throughout the Customer Life-cycle during critical customer interactions. Accomplish this my providing a conduit for your customers to become brand partners who are invited to participate in providing program feedback prior to full launch, provide detailed focus group feedback on selected topics and for most valuable customers to participate in exclusive customer advisory boards.

  4. Ensure group appropriate customer experience metrics are being delivered to each layer of the organization (highest importance summary level for CEO – Chief Customer Experience officer, more granular metrics for tactical managers and line staff).

  5. Cultivate and measure your own internal customer metrics and calibrate against externally measured CX like the American Customer Satisfaction index or metrics collected by firms like the Service Management Group (Kansas City), Direct Opinions (Beachwood Ohio), C-Space (Boston), Engine Group (NYC), etc.

  6. Track customer experience effectiveness via a balanced scorecard of Customer Experience Metrics including customer satisfaction, NPS, Customer Churn and renewal rates, customer spend per year and employee turnover (a proven leading indicator of customer satisfaction).

  7. Ensure the collection and dissemination of Customer Experience metrics meet the golden rules of being seamless to your customers, easy to obtain and are ingrained as part of normal business operations.

  8. Review customer experience metrics during key management reviews like operational reviews, leadership team reviews and financial reviews. Ensure action plans are developed for metrics above and below expected performance levels.

  9. Ensure that the company culture and training is supported and in-line with customer experience metrics by making everyone’s KPIs metrics align to the performance of key customer metrics.

  10. Develop customer journeys (a.k.a. customer life-cycles) and develop customer experience metrics for each major step in the customer journey.

The last best practice is to identify key end-to-end customer journeys or paths of customer progression when engaging your company and then attach appropriate customer experience journey analytics along those customer paths. Once you understand the different touch-points and how they impact the overall customer journey, you will be in a far better position to pick the most appropriate metric to use at each touch-point. The best metric is company determined based on a developed set of customer experience standards and goals.


In my example in the introduction, Net Promoter Score (NPS – which answers the question, “How likely are you to recommend [business, service, product] to a friend or colleague?” and is rated on a 0 to 10 score), is not a total customer experience solution metric. The reason is that NPS works best when measured at the end of a customer journey (a.k.a. customer life-cycle), such as at contract renewal time. For example, if a customer is getting frustrated returning a product or trying to resolve a service issue, then they will likely defect long before they are queried on NPS. It is better to measure customer satisfaction right after an interaction to have real-time insights into a customer’s experience satisfaction and not wait until NPS query time.


Here is a sample customer journey I developed from a recent client consulting engagement along with the metrics they decided to collect at an aggregate level as well as along this customer journey. Some of the metrics and customer journey names have been changed to protect my client’s identity. In addition, this client wanted to err on the side of measuring many metric points frequently and not all clients are this exhaustive in measuring their program. Some of these metrics were already in place before we added many others.

Customer Journey Analytics Illustration

Customer Journey Analytics Illustration

The above illustrates one of the main customer journeys (discover to renewal) in the life of a customer along with the Macro customer phases in that journey (i.e. 1-customer discovery, 2-customer sales & on-boarding, 3-customer support, 4-customer renewals) as well as the micro phases in that journey (product, service credibility evaluation).


The above chart also illustrates the fact that it is important to track global/summary metrics at the top of the organization (i.e. total customer satisfaction) in order to gauge overall customer experience health and to balance these with more granular measures along the customer journey phases (i.e. First Contact Resolution in the on-boarding and support phases). While there is a recommended set of best practice metrics to collect for standard customer journeys, each company will make a different selection of the mix of metrics. For example, if a company’s life blood is contract renewals then the metrics will be more geared toward gauging the customer’s satisfaction for the existing contract experience (value for contract price, value of contract to client’s business, contract terms & ease of doing business vs. perhaps product return rates).


One best practice embedded in the above is to report on the number of customer stars (in the 1st and 3rd phases above) per period whereby employees who have delivered exceptional “surprise and delight customer service” are recognized and rewarded. Customers of this company as well as executives from the company are provided incentives to recognize employees who went above and beyond in delivering exceptional customer service. This company tracks this via reports and recognizes top employee customer stars quarterly and annually with top company customer stars getting recognized, rewarded, etc. This helps build a culture of support for being customer exceptional with top stories being told over and over to teach employees what it means to be customer exceptional  and encourage others to emulate this valued behavior.


In summary, measuring your customer experience quality/effectiveness must be guided by a set of best practices to be effective and comprehensive. The use of customer journeys as well as customer experience journey analytics, balanced by summary customer experience metrics comprises a customer experience balanced scorecard.  By not measuring or under-measuring your customer experience delivery effectiveness, you are flying blind and having to take guesses as to whether your program is delivering exceptional customer service to your customers or not. Only when you reach the level of consistently delivering exceptional “surprise and delight” customer service will you reap bottom line benefits of accelerated customer acquisition, reduced sales and marketing costs, increased customer loyalty and increased employee and customer satisfaction.


With all this being true, there is no excuse to not actively work on creating the best customer experience program possible!!

If your organization is seeking experienced assistance in measuring and improving your customer service and customer experience, then give me a call or e-mail me at 518-339-5857 or


Lastly, this is just one article of nearly 50 articles I have written on Customer strategy, customer experience, CRM, marketing, product management, competitive intelligence, corporate innovation, change management – all of which I have significant experience in delivering for Fortune 500 companies.  In fact, my blog is now followed by nearly 121,000 world-wide and was just named one of the top 100 CRM blogs on the planet by Feedspot, alongside, Infor, Microsoft, SAS, etc. – Reference this informative site here:

Tools & Techniques to Ensure Alignment of Corporate Activities and Initiatives with Overall Company Strategic Objectives

  1. Are your employees focused on driving toward your strategic objectives, day after day, week after week, quarter over quarter? Or are they focused on lesser important tactical tasks that don’t always support these strategic objectives?

  2. Can you specify which percentages of your team’s activities are spent working toward your strategic goals vs. the percent spent on tactical, non-strategic objectives?

  3. Do you have a set of tools to easily and simply track progress toward completion of strategic objectives, down to the initiative, project, and task?

  4. Do you have a set of world-class program and project management tools to leverage to ensure organizational alignment with company priorities?

If you answered “No” or I don’t know to any of the above questions, the rest of this blog is dedicated toward helping you get to “Yes” for all of the above 4 questions in 4 easy steps (my “4-in-4” delivery promise).

Develop and Prioritize Top Strategic Company Objectives

Develop and Prioritize Top Strategic Company Objectives


STEP 1 – Develop and Prioritize Top Strategic Company Objectives

Above is a set of strategic objectives I helped develop for a financial services client who was struggling with customer loyalty and experiencing higher than standard customer defection rates to their competitors.  Through a series of interviews, workshops and visioning sessions, we arrived at the top four (4) strategic CRM objectives above and then mapped out the major customer interaction outlets (a.k.a. touch-points) in order to map the stakeholder groups that would be involved in helping my client achieve these four strategic objectives.

Map Top Strategic Company Objectives to both Functional Areas and to Supporting Major Initiatives

Map Top Strategic Company Objectives to both Functional Areas and to Supporting Major Initiatives


STEP 2 – Map Top Strategic Company Objectives to both Functional Areas and to Supporting Major Initiatives

The next step in the process was to map the customer interaction outlets shown on the previous slide and then perform the following:

  • Overlay the stakeholder groups (shown on the outer part of the above diagram) that will be involved in helping achieve each of the four strategic initiatives shown in the center.

  • Map the strategic objectives that each of the stakeholder groups would be involved with implementing (i.e. bulleted items “Customer Information Profiles”, “Customer Needs Fulfillment”, etc.)

  • Develop a program and project plan with required resources from:

  1. From outside the company (consulting),

  2. From each of the stakeholder groups (subject matter experts, project liaisons, etc.)

  3. Technology Purchases

  4. Sourcing Agreements

  5. etc., etc.

Map Top Strategic Company Objectives to Supporting Major Initiatives, Projects and Activities

Map Top Strategic Company Objectives to Supporting Major Initiatives, Projects and Activities


STEP 3 – Map Top Strategic Company Objectives to Supporting Major Initiatives, Projects and Activities

The next step in the process is to develop a mapping from Strategic Objectives to the Supporting Initiatives and the projects/activities that support these major initiatives. It is important to develop a unique coding system (or Work Breakdown Structure (WBS)) for each strategic objective, major supporting imitative, project and activities within each project so they can be tracked within a time management system. Here is an example as partially illustrated in the above diagram.

WBS Level 1: Strategic Objective 4 = “Correct Action, Correct Time, Correct Customer”;

    WBS Level 2: Initiative 1 Supporting Objective 4 = 4CR1 or “Customer      Referrals”

      WBS Level 3: Project 1 Supporting Customer Referrals =                  xxxxx 4CRCCIFG1, “Conduct Customer Incentive Focus Group”

          WBS Level 4: Activity 1 Supporting Conduct Customer Incentive                Focus Group = 4CRCCIFG1A1, “Determine Focus Group                                  Participants”

Once you have determined the entire work breakdown structure for all strategic initiatives, tracked to initiatives, project and all activities, down to the 4th level (i.e. 4CRCCIFG1A1), you can then load these into your time management system to track how much time is being spent on these strategic objectives & tasks vs. all other time management tasks.

Related to the above topic, does your organization need world-class and experienced assistance with any of the following?:

  • Determining your next strategic direction?

  • Setting prioritized strategic goals?

  • Driving organizational efficiency?

  • Ensuring corporate strategic initiatives are aligned with current projects, activities and tasks?

If so, give me a call, I call help you achieve world-class strategic programs that enable you to surpass your competition and bring your organization to the next level of strategic goal development and attainment.

Lastly, this is just one article of 40+ total I have written on Customer strategy, CRM, marketing, product management, competitive intelligence, corporate innovation, change management – all of which I have significant experience in delivering for Fortune 500 companies.  In fact, my blog is now followed by nearly 160,000 world-wide and was just named one of the top 100 CRM blogs on the planet by Feedspot, alongside, Infor, Microsoft, SAS, etc. – Reference this informative site here:

Marketing Performance Improvement (MPI) & Sharpening the Marketing Saw for Marketing Leaders, CMOs

Continuous Marketing Process Assessment & Improvement

Continuous Marketing Process Assessment & Improvement

  1. Are you as a CxO so focused on the tasks at hand that you don’t take the time to re-group and assess what is working and not working? Likewise, are you too focused to take the time to determine what in your operations is effective and what corrective action is needed on a ongoing, consistent basis?

  2. Are you “operations bound” whereby your team members are out of bandwidth due to barely keeping up with ongoing marketing, sales, communications and PR production schedules?

  3. Do you find the company getting further and further behind competitors capabilities, effectiveness, market presence as well as sales volume?

  4. Are you behind on learning the latest capabilities and advances in digital asset management, marketing & content management artificial intelligence (AI), and how block-chain can help your effectiveness?

  5. Per question #4 do you know how these advances can improve the effectiveness in your marketing, sales, PR, communications while simultaneously increasing profitable revenue while simultaneously reducing your operating costs?

If you answered “yes” to any of the above questions, you are really in need of a Marketing Process Improvement (MPI) initiative and an infusion of a ‘Saw Sharpening” process. The benefit of implementing this continuous improvement process is that your company will increase the chance that it will evolve into the envy of the marketplace in terms of team leadership, capabilities and overall market effectiveness.

The remainder of this blog is a short primer and motivator in getting your company to consider becoming a ‘Saw Sharpening’ organization focused on improving profitability, market share and overall shareholder value improvement.

Marketing Capability Tier Evolution

Marketing Capability Tier Evolution

Complimentary to the first set of questions above:

  1. Have you mapped out how capable your company is in terms of marketing, customer management, sales, etc. such that you can accurately place your company into a capability level as shown in the above chart?

  2. Have you created an evolutionary road-map in order to mature your organization into a more capable and effective organization over time (i.e. lower expenses and increase profitable revenue) in order to leapfrog your competition and gain market share?

Can you accurately assess your competitor(s) capabilities such that you know where they are better than your company and in which specific areas?

Sharpening the Marketing Saw to Transform to attain Intelligent Marketing Enterprise (IME) (i.e. Capabilities, Efficiencies, Effectiveness)

Sharpening the Marketing Saw to Transform to attain Intelligent Marketing Enterprise (IME) (i.e. Capabilities, Efficiencies, Effectiveness)

The last set of questions are associated with answering whether you are aware of the entire landscape of capability improvement initiatives available to assist your company’s marketing, customer management, sales, PR and communications (refer to above chart). These questions are as follows:

  • Are you aware that business rules engine technology can help you automate your marketing campaign management process such that marketers do not have to be as manually involved (i.e. campaign set up, execution and post campaign results analysis)? This technology will save your company time and $$ by allowing your marketers to focus on all important marketing strategy vs. being ‘campaign jockeys’ and marketing production focused most of their time.

  • Are you aware that powerful and real-time analytic engines can help with channel mix optimization such that you are marketing to the most effective and cost efficient customer channel at all times?

  • Are you aware that leading Digital Asset Management (DAM) tools now have artificial intelligence baked right in as to help you manage, find and retrieve your digital assets across marketing, PR, sales, communications, etc. – all saving you time and enabling your content to be more compelling to your customers?

  • Associated with question #3, are you really aware of the benefits of Digital Asset Management (DAM) tools and how it can help you go to market more effectively and cost efficiently?

If you answered “no” to any of the above questions, then you are not performing adequate MPI or ‘saw sharpening’ to improve your performance longer-term. As an example of what you might be missing in not performing MPI and marketing saw sharpening, I laid out the benefits of adopting Digital Asset Management (DAM) tools which not only helps the marketing department, but also PR, communications, sales, etc. (Don’t read ahead and let me know if you were able to guess all 7 benefits of a Digital Asset Management (DAM) solution):

  1. Eliminates the cost of lost or misplaced digital assets. DAM virtually eliminates the costs associated with losing valuable digital assets due to the robust and highly organized digital asset repository (via a highly logical DAM taxonomy) which enables marketers to find and (re)use digital assets quickly.

  2. Reduces creative production development cycle times. DAM tools help users quickly create and re-purpose digital assets.

  3. Reduces the time to bring new campaigns to market. Marketers, sales, PR, communication, etc. are able to get campaign related digital out to various markets and customers at the ‘speed of need’.

  4. Eliminates duplication of work. The central asset repository that DAM provides greatly reduces the possibility of costly asset duplication.

  5. Improves collaboration and access to critical assets. DAM tools facilitate collaboration among marketers via a centralized control of digital assets.

  6. Ensures brand consistency and brand integrity.Ensures marketers, sales, PR, communication, etc. have access to the most up-to-date digital assets as opposed to users being allowed to select non brand compliant assets.

  7. Improves Marketing ROI: Enables marketers, sales, PR, communication, etc to use the most effective digital assets that will produce the greatest impact and ROI.

If you answered “yes” to some of my first set of questions and “no” to many of the 2nd and 3rd set of questions and missed the some of the benefits associated with DAM tools, then you are a prime candidate to infuse an MPI or marketing (or overall) saw sharpening process into your company. Based on having helped numerous Fortune 500 companies establish this continuous improvement mindset, approach and process, I suggest the following:

  1. Honestly assess whether your team feels as though your company is as capable as it needs to be – processes not too manual, error prone, ineffective, lagging as compared to competitors, wrong approach and strategy, inefficient tactics, etc.

  2. Set time aside each week for team saw sharpening activities and to discuss initiatives you need to implement to improve capabilities and overall effectiveness.

  3. Benchmark your performance in certain areas like e-mail open and click through rates, sales $$ per campaign, campaign cycle time and/or accuracy, Google ad-words performance, etc., net promoter score(s) and constantly challenge the team to improve incrementally as well as dramatically after the implementation of new capabilities.

  4. Hire an honest, impartial outside consultant to independently assess your capabilities and benchmark these capability areas against market leaders.

  5. Leverage a consultant to help you develop an evolution roadmap over 2-5 years for your company to attain market leader status including business case with investment and capability implementation plan.

Is your organization planning on launching a new brand or optimizing an existing one? If so, give me a call or e-mail me, I can help you implement a MPI or ‘Saw Sharpening’ process that would enable you to surpass your competition and bring your organization or agency to the next level of market effectiveness and excellence.

This is just one article of 42 total I have written on Customer strategy, CRM, marketing, product management, competitive intelligence, corporate innovation, organization excellence & change management – all of which I have significant experience in delivering for Fortune 500 companies.  In fact, my blog is now followed by nearly 158,000+ world-wide and was just named one of the top 100 CRM blogs on the planet by Feedspot, alongside, Infor, Microsoft, SAS, etc. – Reference this informative site here:

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