Drivers of customer satisfaction in the grocery retail industry: A longitudinal analysis across store formats

The design of satisfactory shopping experiences remains one of the main challenges for building long-term profitability in modern retailing. Therefore, companies are interested in identifying the key drivers of the service execution that shape customer shopping satisfaction. In this study, we developed a standardized questionnaire for evaluating the shopping experience, and conducted a large study in several grocery stores across different formats during a time span of five years. The resulting rich dataset enabled us to uncover interesting patterns using both individual and store-level analyses. Our results indicate that larger store formats are associated with greater satisfaction levels. When looking at the marginal effects of the various elements of customer service, we found that some specific elements of service execution present significant differences across store formats. In addition, we identified loss aversion on shopping experience, since poor performance impacts more on customer satisfaction than superior performance. Finally, our store-level analysis sheds light on how changes in the service performance determine changes in the shopping experience in the same store. These implied results may guide store and chain managers to evaluate the role of the store execution elements better, and to design the customer shopping experience successfully.     

The impact of retail store format on the satisfaction-loyalty link: An empirical investigation

Maintaining and improving customer loyalty is an important strategic goal for businesses as competition has intensified in almost all sectors of the economy. Retailers, in particular, feel the need to invest in customer loyalty more than ever before as channels and store format alternatives available for consumers to shop at have proliferated. However, current research in marketing provides little guidance to retail managers about developing and sustaining shopper loyalty across different store formats. Toward filling this gap, the present research examines the shopper satisfaction-loyalty link in two different store formats (supermarkets and hypermarkets). Using data from surveys of 505 Spanish shoppers at both types of retail formats, we examined how shoppers' attitudinal and behavioral loyalty develop differently. Our results reveal important differences and offer directions for the pursuit of different strategies by supermarkets and hypermarkets. The specific strategies, and the implications of this research for theory and practice are discussed.     

Sexualized aspects of consumer behavior: An empirical investigation of consumer lovemaps

Sexuality has not been investigated by marketers and consumer researchers in terms of the constructs and theories developed by sex researchers. This article takes a first step in applying their approaches by investigating in an empirical study the consumer lovemap, an aspect of the more general lovemap. It focuses, in particular, on two aspects of the consumer lovemap in relation to product use, namely, the Consumer Sexual Behavior Sequence, which is a model of sexual stages, and product sexualization. In addition, it assesses the individual difference effects of the trait of erotophobia-erotophilia and of one's own sex. The results indicate that the newly introduced approaches helped to explain consumers' perceptions of the use of various products. Both managerial and future research implications are drawn. © 1995 John Wiley & Sons, Inc.     

An empirical test of the Theory of Sales: Do household storage constraints affect consumer and store behavior?

We revisit and test Salop and Stiglitz (1982) Theory of Sales. Equilibrium comparative static predictions are that greater consumer storage constraints lead to: (1) higher average prices, (2) fewer promotions, and (3) shallower promotions. In equilibrium, price dispersion is nonlinear in storage constraints, first increasing then decreasing. Empirical estimates of storage constraints are developed for approximately 1,000 households using the American Housing Survey (1989), United States Census (1990), and Stanford Market Basket Database (1991–1993). We find consumers with greater storage constraints shop more often and purchase smaller quantities per visit; moreover, the comparative static predictions are supported and evidence consistent with the equilibrium dispersion prediction is observed. Estimated quantitative effects are economically important. JEL Classification D12 · D40 · M3     

Influence of usage situations and consumer shopping orientations on the importance of the retail store environment

This paper is based on a mainly qualitative study of 22 recently married or cohabiting Scottish couples who have set up home together. The research focuses on their food shopping habits in this period of transition as they adjust to living together. Despite the increased involvement of men the findings suggest that much of the responsibility for food shopping still fell on the women in the study. Control over what was bought raised some interesting questions about the concept of the woman as 'gatekeeper' and primary target for food marketers.     

The impact of weather on consumer behavior and retail performance: Evidence from a convenience store chain in China

Despite extensive use of weather data to adjust replenishment and inventory strategies in the retail industry, these companies do clearly know the effect of weather on consumer behavior and retail performance. How does weather affect consumers' purchasing behavior and thus retail performance? We study empirically these questions by analyzing more than 6 million transactions made by more than 1.62 million unique consumers at 146 convenience stores in a convenience store chain in China. We choose sun, rain, temperature, and air quality index as the main weather variables. We use the average number of items per order and the average price of each item in each order as indicators of consumer behavior, and use store daily sales as an indicator of retail performance. We found that under rainy weather, people will buy more products with higher item prices in one order. When temperature rises, people will buy fewer products with a lower item price in one order. In addition, sunny weather and rainy weather have a positive impact on daily sales than cloudy weather. Air quality has a negative impact on daily sales, while temperature has a positive impact on sales. Finally, we study the impact of weather on different product categories. We find that the results depend on the product category characteristics.     

Outlet patronage in on-the-go consumption: An analysis of patronage preference drivers for convenience outlets versus traditional retail outlets

This study investigates patronage preferences of consumers who purchase and consume food and beverages while they are on-the-go (on-the-go consumption). The focus is on the drivers of patronage preferences for convenience outlets versus traditional retail outlets. A literature based model of patronage preferences is developed in this paper. It is tested based on data collected from a Dutch online sample (n=669) through binary logistic regression. The results reveal that significant relationships exist between patronage preferences in on-the-go consumption and the assortment offered as well as the opportunity to consume products without effort. Moreover, significant relationships between patronage preferences and consumers' time pressure as well as their health orientation exist. Consumers' income and their place of residence allow for limited inferences only. Based on the findings managerial recommendations are developed and avenues for further research are pointed out.     

Influences of online store perception,shopping enjoyment,and shopping involvement on consumer patronage behavior towards an online retailer

Online apparel retailers have adopted various types of image interactivity technology (IIT), such as close-up pictures or zoom-in functions, mix-and-match functions, and 3D virtual models to enhance consumers’ online shopping experience. The purpose of the present study was to examine the influence of level of IIT on consumer perception of online retail environment, shopping enjoyment, shopping involvement, a desire to stay, and patronage intention. Significant structural relationships between these research variables were found, supporting a pleasure-oriented conceptual model of consumer patronage behavior in the online retailing environment. Theoretical and managerial implications are discussed.     

Service quality dimensions and superior customer perceived value in retail banks: An empirical study on Mexican consumers

This study concerns the service quality topic in the retail bank sector. A sample of 209 retail bank clients was taken, measuring the performance of service quality attributes of their principle retail bank. Behavioral performance variables such as satisfaction, loyalty and customer perceived value were also measured. In a factor analyses the attributes were separated into three factors. These three independent factors explain a considerable amount of variability of a satisfaction–loyalty factor. On the other hand, they could not explain the superior perceived value; and no differences between the service quality performances of the bank brands were found. In conclusion, regardless of the degree of satisfaction and loyalty, the customer is not willing to pay more for banking services at his regular bank than he would at other brands. This implies that superior perceived value is not being achieved via service quality, which suggests a lack of differentiation between brands in this sector.     

The impact of consumer decision‐making styles on consumer confusion in Mauritius: An empirical analysis

This article investigates the effects of consumer decision‐making styles on consumer confusion and harm. While consumer confusion has been well documented in the literature, this investigation attempts to bridge our understanding on its relationship with consumer decision‐making styles. Empirical data was collected from a field survey where 400 consumers selected at 20 supermarkets in Mauritius were asked to respond to a questionnaire measuring three variables under study: consumer confusion, consumer decision‐making styles, and situational factors. Findings from the MANOVA parametric test showed that there is a significant difference between consumer decision‐making styles and consumer confusion. Even when covariate situational factors were controlled through the parametric test MANCOVA, results still showed a significant difference between consumer decision‐making styles and consumer confusion. More specifically, ANCOVA tests showed that the findings were specifically significant for three types of confusion: product confusion, packaging confusion, and product complexity. The study tends to confirm that a consumer's style of decision making does impact on consumer confusion.     

The impact of private labels on consumer store loyalty: An integrative perspective

This research studies the role of private labels (PLs) on consumers’ store loyalty. It offers an integrative approach that comprises several store loyalty drivers (in-store and economic factors), analyzing the role that PLs play among different types of retailers. Data were collected through an online survey. Using structural equation modeling, we run our analysis across different retail formats, assessing which factors lead to store loyalty and to what extent PLs contribute to it. Findings suggest that depending on retailers‘ market positioning, different factors contribute to loyalty and that the impact of PLs is mostly significant for medium-cost and premium supermarkets.     

Business cycles and start-ups across industries: An empirical analysis of German regions

We analyze whether start-up rates in different industries systematically change with business cycle variables. Using a unique data set at the industry level, we mostly find correlations that are consistent with counter-cyclical influences of the business cycle on entries in both innovative and non-innovative industries. Entries into the large-scale industries, including the innovative part of manufacturing, are only influenced by changes in the cyclical component of unemployment, while entries into small-scale industries, like knowledge intensive services, are mostly influenced by changes in the cyclical component of GDP. Thus, our analysis suggests that favorable conditions in terms of high GDP might not be germane for start-ups. Given that both innovative and non-innovative businesses react counter-cyclically in ‘regular’ recessions, business formation may have a stabilizing effect on the economy.     

Understanding the impact of store flyers on purchase behaviour: An empirical analysis in the context of Spanish households

The purpose of this paper is to analyse how Spanish consumers are really influenced by store flyers. The present study examines decisions of households regarding: (i) incidence (using a binary logit model); (ii) brand choice (using a multinomial logit model); and (iii) quantity (using a Poisson model). The models described above are applied to scanner choice datasets of the purchases made by Spanish households in two product categories (olive oil and coffee) over 53 weeks. The study finds that the main effect of such flyers is brand switching, rather than acceleration or stockpiling. However, consumers are not homogeneous in these responses to store flyers. Price sensitivity is found to be a more important driver of flyer-proneness than brand loyalty; moreover, the study finds a strong relationship between price-sensitive, flyer-prone consumers and decisions on incidence, choice, and purchase quantities. In contrast, the influence of the presence of brands in store flyers on incidence of purchases is not more prevalent among brand-loyal consumers than among non-brand-loyal consumer; however, such flyers are able to induce loyal users to stock up on their preferred brand. The managerial implications underline that manufacturers and retailers should be aware that the inclusion of a brand in store flyers (without necessarily offering a price discount) can simultaneously cut promotional costs and increase sales profits. In addition, managers should use other types of promotions (such as in-store displays) to encourage consumers to stock up on the brand.     

The impact of service robots in retail: Exploring the effect of novelty priming on consumer behavior

This study aims to bridge a gap in the extant research by examining consumer behavior that is unrelated to, but elicited by, service robots. The results of six studies showed that participants primed with robots (vs. humans) were more likely to engage in exploratory consumption behaviors. This effect was mediated through the elicitation of a sense of novelty, affected by the degree of service robots' intelligence and moderated by consumers' subjective knowledge. The study also examines different types of exploratory buying behaviors that have implications for marketers' and retailers’ use of service robots to promote exploratory consumption.     

Green cooperation in last-mile logistics and consumer loyalty: An empirical analysis of a theoretical framework

Based on the contingency, transaction, and trust theories, this paper explored how the green cooperation between supplier and customer in last-mile logistics contributes to consumers’ sustainable consumption behaviors and trust and transaction cost's contingency role. We collected survey data from 453 users of green shopping platforms in South Korea (e.g., Homepick and Smart Locker) and analyzed the data using structural equation modeling. The results suggest that green cooperation with companies positively affects consumers’ sustainable consumption behaviors and trust, and transaction costs negatively moderate such relationships. In addition, customer trust positively affects sustainable consumption behavior and loyalty. We also found that improved sustainable consumption behavior can form loyalty, but transaction cost decreases its positive impact. This paper evaluates the last-mile delivery through green cooperation and enriches the literature on contingency, transaction cost, and trust theories.     

贸易战对中美大豆期货影响的实证分析——基于DGC-T-MSV模型

本文以美国芝加哥商品交易所大豆期货价格指数以及中国大连商品交易所大豆期货价格指数为研究对象,构建带有Granger因果关系检验的T序列的动态相关系数模型(DGC-T-MSV),通过实证研究贸易战背景下中美大豆期货市场的均值溢出效应以及波动溢出效应。     

The impact of daily weather on retail sales: An empirical study in brick-and-mortar stores

In this study, we examine the influence of weather on daily sales in brick-and-mortar retailing using empirical data for 673 stores. We develop a random coefficient model that considers non-linear effects and seasonal differences using different weather parameters. In the ex-post analysis using historic weather data, we quantify the explanatory power of weather information on daily sales, identify store-specific effects and analyze the influence of specific sales themes. We find that the weather has generally a complex effect on daily sales while the magnitude and the direction of the weather effect depend on the store location and the sales theme. The effect on daily sales can be as high as 23.1% based on the store location and as high as 40.7% based on the sales theme. We also find that the impact of extreme bad and good weather occurrences can be misestimated by traditional models that do not consider non-linear effects. In the ex-ante analysis, we analyze if weather forecasts can be used to improve the daily sales forecast. We show that including weather forecast information improves sales forecast accuracy up to seven days ahead. However, the improvement of the forecast accuracy diminishes with a higher forecast horizon.     

Moderating effect of customer's retail format perception on customer satisfaction formation: An empirical study of mini-supermarkets in an urban retail market setting

Customer perceptions of retail formats have become ambiguous with new value-added features of traditional retail formats. Hence, this paper proposes a framework for explaining retail patronage formation under the condition that customers perceive the ambiguity of retail format boundaries. The moderating effect of customers' retail format perceptions on customer satisfaction is examined using data from Japanese mini-supermarket customers. Results indicate that customers' perceptions of retail formats partially influence customer satisfaction. Theoretically, this implies that considering retail format as a concept that customers construct a posteriori may be necessary and practically indicates that retail practitioners should manage customers’ retail format perception.     

An empirical study of the impact of consumer perceived risk on purchase likelihood: a modelling approach

Drawing on an extensive literature review, a conceptual model incorporating marketing and psychometric paradigms for assessing consumer purchase behaviour is developed in the context of a hazardous and harmful risk associated with potentially contaminated food. An empirical study of 200 respondents was carried out to test this conceptual model. Structural equation modelling using LISREL 8.30 confirmed the link between perceived risk characteristics and risk perception, and that the latter appears to influence purchase behaviour. Concern about potential consequences, long‐term adverse impacts and the involuntariness of exposure were key shapers of risk perception, and risk perception itself was measured by health, money, time, lifestyle and taste losses in this study. These findings can help both the food industry and its regulators as they seek to formulate effective risk management and communication strategies. The model developed in this exploratory study can be extended to all commodities, as well as all services industry.     

Store loyalty: its impact on retail revenue. An empirical study of purchasing behaviour in the UK

In this paper, we present some significant empirical findings about store loyalty and consumer spending in the United Kingdom across five retail sectors. Our findings are presented at two levels: Firstly, we compared loyalty levels across retail sectors in the UK and identified that home improvement stores generate the lowest levels of consumer loyalty. Secondly, by disaggregating the data by loyalty types, we found that, while loyal shoppers tend to have smaller monthly budgets than switchers, they spend double the amount in their “first choice” store. All our results highlight the importance of developing a corporate approach to managing customer loyalty in retailing.