{"id":44180,"date":"2025-01-24T02:43:13","date_gmt":"2025-01-24T02:43:13","guid":{"rendered":"https:\/\/peraltafinancing.com\/analytics\/how-well-does-the-net-promoter-score-measure-likelihood-to-discourage-measuringu\/"},"modified":"2025-01-24T02:43:13","modified_gmt":"2025-01-24T02:43:13","slug":"how-well-does-the-net-promoter-score-measure-likelihood-to-discourage-measuringu","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=44180","title":{"rendered":"How Well Does the Net Promoter Score Measure Likelihood-to-Discourage? \u2013 MeasuringU"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<p><a href=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/110524-Feat.png\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-42715 size-medium\" src=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/110524-Feat-300x169.png\" alt=\"feature image\" width=\"300\" height=\"169\" srcset=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/110524-Feat-300x169.png 300w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/110524-Feat-1024x576.png 1024w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/110524-Feat-768x432.png 768w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/110524-Feat-600x338.png 600w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/110524-Feat.png 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\"\/><\/a>Is not recommending the same as discouraging or recommending others to not use or purchase from a brand?<\/p>\n<p>While a lack of recommending seems like it would correlate with NOT recommending, we suspect there may be a difference but are unsure how much.<\/p>\n<p>In our <a href=\"https:\/\/measuringu.com\/does-the-nps-properly-measure-recommending-against-a-brand\/\">previous article<\/a>, we looked to the published literature and found little research that assessed how a low likelihood-to-recommend (the <a href=\"https:\/\/measuringu.com\/nps-ux\/\">Net Promoter Score item<\/a>) measures active discouragement.<\/p>\n<p>The studies we found looked at Positive Word of Mouth (PWOM) and negative word of mouth (NWOM). Their key findings were:<\/p>\n<ul>\n<li>Even though PWOM appears to be more prevalent and influential than NWOM, NWOM is itself influential and should be measured. Surveying only existing customers will almost surely understate the percentage of people likely to discourage or recommend against, regardless of what you ask (e.g. the NPS or a satisfaction question).<\/li>\n<li>The NPS item is a strong predictor of PWOM and significantly predicts the incidence of NWOM, but it might not be the best predictor of NWOM.<\/li>\n<li>A nonstandard bipolar scale with endpoints of \u201cExtremely likely to recommend against\u201d and \u201cExtremely likely to recommend\u201d had about the same accuracy for predicting PWOM as the unipolar NPS item (\u201cNot at all likely to recommend\u201d to \u201cExtremely likely to recommend\u201d), but it more accurately predicted NWOM.<\/li>\n<\/ul>\n<p>Good benchmarks are not developed overnight, and in most cases, the process takes years (and even then, there is no guarantee of broad adoption). Despite the bipolar scale\u2019s superior prediction of NWOM, one of the desirable features of the NPS is its public benchmarks.<\/p>\n<p>Rather than replacing the NPS item in UX and CX research, we were curious about the statistical relationship between the standard likelihood-to-recommend item and a separate item designed to measure the likelihood of recommending against\u2014in other words, the likelihood of discouraging friends and colleagues from engaging with a brand or product.<\/p>\n<p>We conduct periodic <a href=\"https:\/\/measuringu.com\/product\/suprq\/\">SUPR-Q<\/a><sup>\u00ae<\/sup> surveys to take the temperature of the user experience of websites and mobile apps for key companies in various sectors. In August 2024, we collected data from 324 participants on their experience with one of the <a href=\"https:\/\/measuringu.com\/the-ux-of-social-media-in-2024\/\">social media platforms<\/a> they had used in the past year (Facebook, Instagram, LinkedIn, Snapchat, TikTok, or X).<\/p>\n<p>As part of that survey, respondents indicated their likelihood to recommend that platform on the web and\/or its mobile app (depending on their past experience) with a standard item format (Figure 1) and their likelihood to discourage others from using the platform in general with a custom item (Figure 2).<\/p>\n<p><a href=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-1.png\" rel=\"attachment wp-att-42661\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-42661 size-full\" src=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-1.png\" alt=\"Standard likelihood to recommend item.\" width=\"1430\" height=\"629\" srcset=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-1.png 1430w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-1-300x132.png 300w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-1-1024x450.png 1024w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-1-768x338.png 768w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-1-600x264.png 600w\" sizes=\"auto, (max-width: 1430px) 100vw, 1430px\"\/><\/a><\/p>\n<p class=\"wp-caption-text\" style=\"text-align: left;\"><strong>Figure 1:<\/strong> Standard likelihood-to-recommend item.<\/p>\n<p><a href=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-2.png\" rel=\"attachment wp-att-42662\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-42662 size-full\" src=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-2.png\" alt=\"Custom likelihood to discourage item. \" width=\"1430\" height=\"290\" srcset=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-2.png 1430w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-2-300x61.png 300w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-2-1024x208.png 1024w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-2-768x156.png 768w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-2-600x122.png 600w\" sizes=\"auto, (max-width: 1430px) 100vw, 1430px\"\/><\/a><\/p>\n<p class=\"wp-caption-text\" style=\"text-align: left;\"><strong>Figure 2:<\/strong> Custom likelihood-to-discourage item.<\/p>\n<p>We used several methods to gain insight into the relationship between ratings of likelihood-to-recommend and likelihood-to-discourage.<\/p>\n<h2>Correlation<\/h2>\n<p>Table 1 shows the correlations among the measurements of likelihood-to-recommend the websites in the social media survey (LTRWeb), likelihood-to-recommend the social media mobile apps (LTRApp), and likelihood-to-discourage others from using the social media platforms (LTDiscourage).<\/p>\n<table id=\"tablepress-945\" class=\"tablepress tablepress-id-945\">\n<thead>\n<tr class=\"row-1\">\n<th class=\"column-1\">Metric 1<\/th>\n<th class=\"column-2\">Metric 2<\/th>\n<th class=\"column-3\">Correlation<\/th>\n<th class=\"column-4\"><i>R<\/i><sup>2<\/sup><\/th>\n<th class=\"column-5\"><i>n<\/i><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"row-2\">\n<td class=\"column-1\">LTRWeb<\/td>\n<td class=\"column-2\">LTRApp<\/td>\n<td class=\"column-3\">\u20080.70<\/td>\n<td class=\"column-4\">49%<\/td>\n<td class=\"column-5\">162<\/td>\n<\/tr>\n<tr class=\"row-3\">\n<td class=\"column-1\">LTRWeb<\/td>\n<td class=\"column-2\">LTDiscourage<\/td>\n<td class=\"column-3\">\u22120.52<\/td>\n<td class=\"column-4\">27%<\/td>\n<td class=\"column-5\">188<\/td>\n<\/tr>\n<tr class=\"row-4\">\n<td class=\"column-1\">LTRApp<\/td>\n<td class=\"column-2\">LTDiscourage<\/td>\n<td class=\"column-3\">\u22120.57<\/td>\n<td class=\"column-4\">32%<\/td>\n<td class=\"column-5\">298<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><!-- #tablepress-945 from cache --><\/p>\n<p class=\"wp-caption-text\" style=\"text-align: left;\"><strong>Table 1:<\/strong> Correlations and coefficients of determination (<em>R<\/em><sup>2<\/sup>) among key behavioral intention metrics.<\/p>\n<p>The coefficient of determination (<em>R<\/em><sup>2<\/sup>) is the square of the correlation. This can be interpreted in different ways; for example, the percentage of shared variance between two variables or the extent to which variation in one variable accounts for variation in the other.<\/p>\n<p>All three correlations were statistically significant (<em>p<\/em> reported in previous research.<\/p>\n<p>Guidelines differ on how high a correlation must be to indicate that two variables are measuring the same thing. Some <a href=\"https:\/\/www.stratascratch.com\/blog\/a-beginner-s-guide-to-collinearity-what-it-is-and-how-it-affects-our-regression-model\/\">suggest the appropriate value is \u00b10.90<\/a> (81% shared variance), and others <a href=\"https:\/\/www.bmj.com\/about-bmj\/resources-readers\/publications\/statistics-square-one\/11-correlation-and-regression\">recommend \u00b10.80<\/a> (64% shared variance). To support the claim that two variables aren\u2019t just strongly related but essentially measuring the same thing, the stringent benchmark of \u00b10.90 or even \u00b10.95 (90% shared variance) seems reasonable. For example, the ten-item System Usability Scale (SUS) and its single ease of use item <a href=\"https:\/\/measuringu.com\/single-item-sus\/\">correlate at .95<\/a>, with other research demonstrating that <a href=\"https:\/\/measuringu.com\/article\/effect-of-perceived-ease-of-use-and-usefulness-on-ux-and-behavioral-outcomes\/\">they measure the same underlying construct of perceived ease of use<\/a>. Although significant, the correlations between LTR and LTDiscourage in Table 1 are far from indicating measurement of the same construct.<\/p>\n<h2>Scatterplots<\/h2>\n<p>Scatterplots are visual representations of correlations. Figures 3 and 4 show the scatterplots between LTR and LTDiscourage for websites and mobile apps. The bounding boxes show the NPS designations of Detractors (LTR ratings from 0 to 6), Passives (LTR ratings from 7 to 8), and Promoters (LTR ratings from 9 to 10).<\/p>\n<p><a href=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-3-LTRWeb-and-LTDiscourage-scatterplot-jittered.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-42699 size-full\" src=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-3-LTRWeb-and-LTDiscourage-scatterplot-jittered.png\" alt=\"Figure 3: LTRWeb and LTDiscourage scatterplot (jittered).\" width=\"1270\" height=\"676\" srcset=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-3-LTRWeb-and-LTDiscourage-scatterplot-jittered.png 1270w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-3-LTRWeb-and-LTDiscourage-scatterplot-jittered-300x160.png 300w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-3-LTRWeb-and-LTDiscourage-scatterplot-jittered-1024x545.png 1024w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-3-LTRWeb-and-LTDiscourage-scatterplot-jittered-768x409.png 768w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-3-LTRWeb-and-LTDiscourage-scatterplot-jittered-600x319.png 600w\" sizes=\"auto, (max-width: 1270px) 100vw, 1270px\"\/><\/a><\/p>\n<p><strong>Figure 3:<\/strong> LTRWeb and LTDiscourage scatterplot (<a href=\"https:\/\/www.spsanderson.com\/steveondata\/posts\/2023-09-05\/index.html#:~:text=The%20jitter%20function%20is%20used,two%20variables%20in%20a%20dataset.\">jittered<\/a>).<\/p>\n<p><a href=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-4-LTRApp-and-LTDiscourage-scatterplot-jittered.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-42700 size-full\" src=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-4-LTRApp-and-LTDiscourage-scatterplot-jittered.png\" alt=\"Figure 4: LTRApp and LTDiscourage scatterplot (jittered).png\" width=\"1272\" height=\"688\" srcset=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-4-LTRApp-and-LTDiscourage-scatterplot-jittered.png 1272w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-4-LTRApp-and-LTDiscourage-scatterplot-jittered-300x162.png 300w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-4-LTRApp-and-LTDiscourage-scatterplot-jittered-1024x554.png 1024w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-4-LTRApp-and-LTDiscourage-scatterplot-jittered-768x415.png 768w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-4-LTRApp-and-LTDiscourage-scatterplot-jittered-600x325.png 600w\" sizes=\"auto, (max-width: 1272px) 100vw, 1272px\"\/><\/a><\/p>\n<p class=\"wp-caption-text\" style=\"text-align: left;\"><strong>Figure 4:<\/strong> LTRApp and LTDiscourage scatterplot (jittered).<\/p>\n<p>The magnitude of the correlations depicted in Figures 3 and 4 are similar, as are the distribution of points in the scatterplots. The general trend, consistent with negative correlations, is as likelihood-to-recommend increases, likelihood-to-discourage decreases. But as previously discussed, they are not perfect (or even very high) correlations, and they are not measuring exactly the same thing.<\/p>\n<h2>Levels of Discouragement and Recommendation<\/h2>\n<p>For Figures 5 and 6, we assigned the two lowest LTDiscourage ratings to one category of extreme intensity (Extremely Low Likelihood-to-Discourage), the two highest ratings to another category of extreme intensity (Extremely High Likelihood-to-Discourage), and the intermediate ratings to a category of moderate intensity (Moderate Likelihood-to-Discourage). We then crossed those categories with the NPS categories of Detractors, Passives, and Promoters.<\/p>\n<p><a href=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-5-Percentages-of-web-NPS-categories-for-three-categories-of-likelihood-to-discourage.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-42701 size-full\" src=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-5-Percentages-of-web-NPS-categories-for-three-categories-of-likelihood-to-discourage.png\" alt=\"Figure 5: Percentages of web NPS categories for three categories of likelihood to discourage.\" width=\"1439\" height=\"664\" srcset=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-5-Percentages-of-web-NPS-categories-for-three-categories-of-likelihood-to-discourage.png 1439w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-5-Percentages-of-web-NPS-categories-for-three-categories-of-likelihood-to-discourage-300x138.png 300w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-5-Percentages-of-web-NPS-categories-for-three-categories-of-likelihood-to-discourage-1024x473.png 1024w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-5-Percentages-of-web-NPS-categories-for-three-categories-of-likelihood-to-discourage-768x354.png 768w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-5-Percentages-of-web-NPS-categories-for-three-categories-of-likelihood-to-discourage-600x277.png 600w\" sizes=\"auto, (max-width: 1439px) 100vw, 1439px\"\/><\/a><\/p>\n<p class=\"wp-caption-text\" style=\"text-align: left;\"><strong>Figure 5:<\/strong> Percentages of web NPS categories for three categories of likelihood-to-discourage.<\/p>\n<p><a href=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-6-Percentages-of-mobile-app-NPS-categories-for-three-categories-of-likelihood-to-discourage.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-42702 size-full\" src=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-6-Percentages-of-mobile-app-NPS-categories-for-three-categories-of-likelihood-to-discourage.png\" alt=\"Figure 6: Percentages of mobile app NPS categories for three categories of likelihood to discourage.\" width=\"1435\" height=\"691\" srcset=\"https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-6-Percentages-of-mobile-app-NPS-categories-for-three-categories-of-likelihood-to-discourage.png 1435w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-6-Percentages-of-mobile-app-NPS-categories-for-three-categories-of-likelihood-to-discourage-300x144.png 300w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-6-Percentages-of-mobile-app-NPS-categories-for-three-categories-of-likelihood-to-discourage-1024x493.png 1024w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-6-Percentages-of-mobile-app-NPS-categories-for-three-categories-of-likelihood-to-discourage-768x370.png 768w, https:\/\/measuringu.com\/wp-content\/uploads\/2024\/11\/Figure-6-Percentages-of-mobile-app-NPS-categories-for-three-categories-of-likelihood-to-discourage-600x289.png 600w\" sizes=\"auto, (max-width: 1435px) 100vw, 1435px\"\/><\/a><\/p>\n<p class=\"wp-caption-text\" style=\"text-align: left;\"><strong>Figure 6:<\/strong> Percentages of mobile app NPS categories for three categories of likelihood-to-discourage.<\/p>\n<p>Again, the results were very similar for web and mobile app ratings. Promoters were much more likely than Detractors (or even Passives) to have an extremely low likelihood-to-discourage. On the other side of the scale, Detractors were responsible for the vast majority (82%) of the extremely high likelihood-to-discourage ratings (and accounted for 64% of the more moderate ratings). This result is consistent with <a href=\"https:\/\/measuringu.com\/detractors\/\">our previous finding<\/a> that, when given the opportunity, some respondents classified as Detractors did not make negative comments about the brand they rated, but 90% of the negative comments captured in the study were made by Detractors.<\/p>\n<p>An analysis of the likelihood of 324 social media users to recommend and their likelihood to discourage the use of social media platforms found:<\/p>\n<p><strong>Likelihood-to-recommend measures likelihood-to-discourage, but not perfectly.<\/strong> Likelihood-to-recommend accounts for about a quarter to a third of the variation in likelihood-to-discourage. That is significant, but it leaves about two-thirds to three-fourths of variation in likelihood-to-discourage unaccounted for. This suggests that NOT recommending is not a perfect or even a strong substitute for measuring intent to recommend against or discourage others from a brand.<\/p>\n<p><strong>Detractors account for 80%+ of discouragers.<\/strong> Not all Detractors discourage. But almost all those who are extremely likely to discourage are Detractors (very unlikely to recommend). This is similar to our analysis of negative comments where not all Detractors make negative comments, but 90% of <a href=\"https:\/\/measuringu.com\/detractors\/\">negative comments come from Detractors<\/a>.<\/p>\n<p><strong>NPS Promoters are more likely than Detractors to have low ratings of likelihood-to-discourage.<\/strong> Across ratings for web and mobile app usage, most very low discouragement ratings are from Promoters (42\u201347%) with the remainder split between Passives (27\u201329%) and Detractors (27\u201329%).<\/p>\n<p><strong>NPS Detractors are much more likely than Promoters to have high ratings of likelihood-to-discourage.<\/strong> Across ratings for web and mobile app usage, the vast majority of high discouragement ratings are from Detractors (82%).<\/p>\n<p><strong>Discouragement might not be exactly the same as recommending against.<\/strong> We used a discouragement scale to measure this behavioral intention because it includes more active wording than \u201crecommending against,\u201d and we found it easier to ask. But there could be a difference (likely small) between responses to measures using \u201cdiscouragement\u201d wording versus the \u201crecommending against\u201d wording used in <a href=\"https:\/\/www.van-haaften.nl\/images\/documents\/pdf\/Measuring%20customer%20satisfaction%20and%20loyalty.pdf\">some previous research<\/a>.<\/p>\n<p><strong>Bottom line:<\/strong> If researchers can get ratings of only one behavioral intention in contexts where recommendation is a plausible user behavior, it should be likelihood-to-recommend. For a clearer picture of the full range of behavioral intention, there appears to be value in also collecting ratings of likelihood-to-discourage.<\/p>\n<\/p><\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Is not recommending the same as discouraging or recommending others to not use or purchase from a brand? While a lack of recommending seems like it would correlate with NOT recommending, we suspect there may be a difference but are unsure how much. In our previous article, we looked to the published literature and found [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":44181,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12033],"tags":[27201,16556,14041,2287,27200,11651],"dealstore":[],"offerexpiration":[],"class_list":["post-44180","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-analytics","tag-likelihoodtodiscourage","tag-measure","tag-measuringu","tag-net","tag-promoter","tag-score"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How Well Does the Net Promoter Score Measure Likelihood-to-Discourage? \u2013 MeasuringU - Som2ny Network<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fivemor.com\/?p=44180\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Well Does the Net Promoter Score Measure Likelihood-to-Discourage? \u2013 MeasuringU - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"Is not recommending the same as discouraging or recommending others to not use or purchase from a brand? 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