The Net Promoter Score: What Should Managers Know?
The Net Promoter Score is a popular management tool that is used in a variety of ways by firms, not-for-profits, and government. This study firstly provides an overview of the various ways in which the NPS is used. It then canvasses four concerns about the NPS. These relate to (1) its presumed link to business growth, (2) the assumption that low NPS scores indicate negative word of mouth, (3) the weak association between stated likelihood to recommend and actual recommending, and (4) the claim that NPS is a superior metric to customer satisfaction. The evidence pertaining to those concerns is examined. The study then discusses another problem with the NPS - the problem is that the counting method used to calculate the NPS introduces additional variation in scores compared to mean average likelihood-to-recommend scores. The study concludes with alternative courses of action for NPS users.
CitationDawes, J. (2023). “The Net Promoter Score: What Should Managers Know?”. Forthcoming in the International Journal of Market Research.
Patterns of buyer behavior and brand metrics in a “high loyalty” category: Liquor
The study aims to extend knowledge of the factors that underlie behavioural loyalty, including brand characteristics of price level and promotion incidence, and buyer characteristics of age and income, in a high loyalty category: liquor (distilled spirits). The analysis confirms that liquor is indeed a high loyalty category and identifies that liquor brands follow the double jeopardy pattern, whereby larger-share brands enjoy somewhat higher loyalty, and that exceptions—brands with unusually high or low volume loyalty for their size—are related to high volume purchased per occasion. In turn, there is a strong negative association between brand price and high average volume purchased per occasion (i.e., cheaper brands are bought in larger quantity or volume than expensive ones). The study also finds that brands with a low price tend to be particularly attractive to low-income households, and that, in turn, low-income households exhibit higher brand loyalty.
CitationDawes, J. (2023). "Patterns of buyer behavior and brand metrics in a “high loyalty” category: Liquor". Journal of Consumer Behaviour, 1– 15
Understanding consumer behaviour in evolving subscription markets – lessons from sports season tickets research
Literature review on sports season ticket subscriptions to distil current knowledge and guide future research and practice. In-depth examination of 28 papers supported themes of drivers of satisfaction, churn and renewal causes, and product utilisation rates. Subscription markets typically involve many ‘solely loyal’ consumers, most purchasing one or two subscriptions in a category. From reduced barriers to entry and exit to ‘curated’ subscriptions, subscription marketing is changing very quickly. Sports marketers build relationships with subscribers using behavioural data, tier benefits to distinguish between casual and subscribing customers, and create recall and scarcity around key aspects of subscription to combat churn and increase utilisation. Rapid expansion of subscription products should reduce ‘excess loyalty’; subscription models’ main benefit will be reoccurring revenue. Exceptions occur when consumers are heavily connected to the product or have little provider choice, so allocate their category buying exclusively. New subscription products face myriad challenges. Guidance on effective subscription marketing from sports marketing research and practice is outlined.
CitationMcDonald, H., Dunn, S., Schreyer, D., Sharp, B. (2023). "Understanding consumer behaviour in evolving subscription markets - lessons from sports season tickets research". Forthcoming in the Journal of Service Management.
Re-examining age-related loyalty for low-involvement purchasing
Previous research on age-related loyalty is sparse, contradictory and suffers from methodological limitations and criticisms. This study applies two methodological advances to fresh purchasing data to give a much clearer picture of age-related differences in brand loyalty. An online brand choice survey (n=1,862) is used to examine age-related loyalty within three low-involvement categories in New Zealand. Contrary to prior research, age-related differences in loyalty are detected in two of the three low-involvement categories studied. The third category does not show detectable loyalty for any age group. Despite showing minor differences in loyalty, older consumers still purchase from a wide portfolio of brands and so should not be ignored by marketers.
CitationMecredy, P., Wright, M., Feetham, P., Stern, P. (2022) "Re-examining age-related loyalty for low-involvement
purchasing”. European Journal of Marketing. Vol. 56 No. 7. pp. 1773-1798
Remembering less, or needing less? Age-related differences in the purchase funnel
This study explores how age influences the stages of the brand purchase funnel (awareness, consideration, and purchase) and the mechanisms associated with any age-related differences. Aggregated analysis of survey data (n=1,862) across five markets and four age groups shows a reduction in the proportion of brands recognised that subsequently enter the consideration and purchase sets of older consumers. Peak cognitive performance occurs at age 56. There is a linear decline for purchase set size across age. Therefore, age-related differences in brand awareness and consideration, and the mechanisms driving these changes, do not greatly impact age-related increases in loyalty. Instead, findings suggest age-related increases in loyalty result from a combination of accumulated experience, development of purchase habits and declining category purchase rates.
CitationMecredy, P., Wright, M., Feetham, P., Stern, P. (2023). "Remembering less, or needing less? Age-related differences in the purchase funnel". Marketing Letters
Examining Pareto Law across department store shoppers
Department stores invest in loyalty strategies that largely focus on retaining current high value customers in response to increasing competition in retail shopping. In this study, we examine the contribution of the top 20% customers for transaction frequency and value (“heavy buyers”) to the total sales, and the consistency of this contribution across departments within a store. The research furthers our knowledge on Pareto Law, with important implications for customer retention strategies and loyalty programs especially for retailers.
CitationTanusondjaja, A., Romaniuk, J., Nenycz-Thiel, M., Sakashita, M., Viswanathan, V. (2022) "Examining Pareto Law across department store shoppers". Forthcoming in the International Journal of Market Research.
Net Promoter and revenue growth: an examination across three industries
This study examines the claim that the Net Promoter Score (NPS) is an indicator of future revenue growth. It presents evidence from firms in three US industries: airlines, supermarkets and insurance companies. The analysis uses longitudinal data for NPS and revenue for periods between 5 and 11 years for airlines and supermarkets. This contrasts to the predominant approach in past work, which has been to analyze cross-sectional data. In addition to that longitudinal analysis, the cross-sectional association between NPS and revenue growth is examined for a sample of ten large insurance firms for an aggregated period 2017-2020. The overall conclusion from the analysis is that Net Promoter is not an indicator of future revenue growth.
CitationDawes, J. (2022)"Net Promoter and revenue growth: an examination across three industries". Forthcoming in the Australasian Marketing Journal.
How Websites Compete in the Middle East: the Example of Iran
Based on the analysis of two sets of data (a cross-sectional online survey of five product categories with an average sample size of 525 and a longitudinal telecommunications panel of more than two million respondents), this study detects a positive relationship between the market size (purchase penetration) of Iranian e-brands (or websites) and the percentage of customers shared with other e- brands. This finding is consistent with the well-established Duplication of Purchase Law; it also holds over time and across different markets (e.g., repertoire v. subscription). Hence, this study makes a twofold contribution to marketing knowledge. First, it expands the collection of empirical evidence concerning the Duplication of Purchase, which thus far is primarily within offline contexts and Western countries. Second, it addresses issues inherent to research on e-loyalty, such as the over emphasis on evaluating loyalty for one e-brand at a time via complex attitudinal measures.
CitationNaami, T., Anesbury, Z., Stocchi, L. and Winchester, M. (2021) "How Websites Compete in the Middle East: the Example of Iran". Forthcoming in the Journal of Consumer Behaviour.
How loyalty extends across product categories
Fifty years ago, Gerald Goodhardt’s analysis of audience duplication across television programs led to the discovery of the Duplication of Viewing law. This law was then extended to describe and predict customer sharing within product categories: the Duplication of Purchase Law. Many replications and extensions documented the law-like status of this generalisation, providing important insight into how brands compete and the composition of consumers’ repertoires. In this article we build on that seminal research, using Duplication of Purchase as an analytical method to measure loyalty across categories, or, in other words, the purchasing of brand extensions. Brand extensions are commonly cited as a way to capitalise on brand equity, and when asked, respondents often report high intentions to purchase brand extensions. However, the actual cross category buying of brand extensions has not been systematically examined. In this research we analyse panel data to understand whether purchasing a brand in one category does in fact increase the likelihood of a brand being bought in a second category. The study finds that a consumer who purchases from two categories is on average 2.4 times more likely to purchase a brand extension in the second category if they had purchased the same brand in the other category. This effect is larger for brands spanning similar, or complementary categories. Therefore, for many brand extensions the cross-category loyalty effect is much more modest.
CitationGrasby, A., Mari-Corsi, A., Dawes, J., Driesener, C. and Sharp, B. (2021) "How loyalty extends across product categories". Forthcoming in the Journal of Consumer Behaviour.
Dirichlet Implications for Portfolio Management
We extend the utility of Goodhardt’s NBD-Dirichlet model to demonstrate how it can be used to support portfolio decisions relating to retail assortments. The approach is based on analysing polarisation of loyalty, obtained via a transformation of the model’s S parameter, to investigate loyalty to attributes. Prior research on loyalty to attributes suffers from limitations of method or application, so we develop a full treatment of the statistical basis and analytical methods required for ongoing research in this area. We then demonstrate the utility of our approach through application to four sub-categories of coffee in the USA over two years. Importantly, we reveal the specific attribute levels (features) that generate the least and most loyalty, and show how this, when combined with market share, can be used to respond to the strategic context. Specifically, those attribute levels with low loyalty may be more suitable for seasonal or limited time offers for which maximising short-term custom is more important than repeat purchase; conversely, attribute levels with high loyalty may be more suitable for achieving long-term growth of brand share. In both cases attribute levels with higher market share are preferable.
CitationDriesener, C., Rungie, C. and Wright, M. (2021) "Dirichlet Implications for Portfolio Management". Forthcoming in the Journal of Consumer Behaviour.