Preference mining techniques for customer behavior analysis

The thesis has studied a number of critical problems in data mining for customer behavior analysis and has proposed novel techniques for better modeling of the customers’ decision making process, more efficient analysis of their travel behavior, and more effective identification of their emerging preference.

Brand trust and avoidance following brand crisis : a quasi-experiment on the effect of franchisor statements

Although franchising has become an important growth strategy in severalindustries over the last few decades, there are few empirical studies about the effects of franchisor communication strategy on customer responses in the context of franchise brand crisis. Two quasi-experimental studies were conducted to test the effect ofa franchisor ownership separation statement on brand trust and brand avoidance following a brand crisis situation. Results show that a franchisor’s explicit communication of the franchise brand’s individual ownership business structure is useful in preventing further negative spillover effect throughout the franchised chain when thebrand crisis occurs at a single franchise location. The authors also investigate the mechanism through which such communication influences customer behavior and the moderating effect of the brand crisis severity in affecting brand evaluation. These results offer guidance to franchise brand managers by providing insight into how to overcome a franchise brand crisis and by suggesting franchise context-specific managerial recommendations

Relationship marketing and pay TV: satisfaction, complaining behavior, service recovery, and repurchase

The aims of this research included demonstrating the detenninants of Pay TV subscriber satisfaction, and displaying the relationships between key aspects of relationship marketing, such as perceptions of value, satisfaction, customer complaint behavior and service recovery, and the intention to repurchase. A survey of 171 Australian respondents suggested that the perceived quality of the variety of the programs available and the perceived quality of the monthly program guide were major contributors to value, and that value was the main driver of overall satisfaction, which in tum was the main driver of the likelihood of disconnection from the Pay TV service. Those respondents who reported having a problem but not complaining directly about it were significantly more likely to have the intention to disconnect in the future, but they were not significantly different in tenns of their value perceptions or overall satisfaction.

Customer relationship management in banks with special reference to Bangladesh

Customer-banker relational behavior is dynamic and fast-changing and better interpersonal relationships tend to be characterized by their quality. Banks in Bangladesh are functioning increasingly under the competitive pressures originating from the banking system from non-banking institutions as well as from the domestic and international capital markets. In order to expand banking business, as well as sustain it in the long run, it has now become essential for banks to focus on developing long-term relationships with their customers. One facet of the efficient management of banks is the matching of customers' needs and banking products. Banks, when creating new products, should take into consideration their customers' needs informed by market research programs. In this paper we examine whether banking products in Bangladesh address customers' needs.

There's a fly in my soup : the influence of service guarantees and personal requests on customer voice

Anecdotal evidence suggests that service guarantees and personal requests by service workers encourage customers to voice following failure. However, empirical support for these tactics in facilitating complaints to the organisation is limited. To address this deficiency, a 3 (guarantee treatment: none, unconditional or combined) x 2 (personal request to voice: yes or no) x 2 (failure severity: minor or major) full factorial, between subjects experiment was conducted in a restaurant context. Findings suggest that offering a service guarantee, regardless of whether it is unconditional or combined, can encourage voice. Severity of the failure was also found to be associated with voice. Surprisingly, however, a personal request to voice was not related to customers’ voice intentions. Implications of the findings are discussed.

Empirical analysis of customer behaviors in Chinese e-commerce

With the burgeoning e-Business websites, E-Commerce in China has been developing rapidly in recent years. From the analysis of Chinese E-Commerce market, it is possible to discover customer purchasing patterns or behavior characteristics, which are indispensable knowledge for the expansion of Chinese E-Commerce market. This paper presents an empirical analysis on the sale transactions from the 360buy website based on the analysis of time interval distributions in perspectives of customers. Results reveal that in most situations the time intervals approximately obey the power-law distribution over two orders of magnitudes. Additionally, time interval on customer’s successive purchase can reflect how loyal a customer is to a specific product category. Moreover, we also find an interesting phenomenon about human behaviors that could be related to psychology of customers. In general, customers’ requirements in different product categories are similar. The investigation into individual behaviors may help researchers understand how customers’ group behaviors generated.

Who chose this restaurant anyway? The effect of responsibility for choice, guarantees and failure stability on customer complaining

Customers often behave in the context of a group, with different behavior occurring in this context to that which transpires in an individual context. However, customer complaining behavior (CCB), including voice, negative word of mouth, in addition to that transmitted electronically, and exit, in a group setting has not been studied previously. A service failure during a group celebration at a restaurant and the pattern of CCB that ensues is examined. This is based on customers’ level of responsibility in restaurant selection on behalf of the group, the presence of an unconditional service guarantee, and the perceived stability of the failure. Findings suggest that customers are more inclined to exit when they have participated to a greater degree in choice and that the presence of an unconditional guarantee interacts with participation to influence negative word of mouth intentions. Perceived failure stability had the greatest influence on CCB.

A fuzzy decision support method for customer preferences analysis based on Choquet integral

The explosion of the Web 2:0 platforms, with massive volume of user generated data, has presented many new opportunities as well as challenges for organizations in understanding consumer's behavior to support for business planning process. Feature based sentiment mining has been an emerging area in providing tools for automated opinion discovery and summarization to help business managers with achieving such goals. However, the current feature based sentiment mining systems were only able to provide some forms of sentiments summary with respect to product features, but impossible to provide insight into the decision making process of consumers. In this paper, we will present a relatively new decision support method based on Choquet Integral aggregation function, Shapley value and Interaction Index which is able to address such requirements of business managers. Using a study case of Hotel industry, we will demonstrate how this technique can be applied to effectively model the user's preference of (hotel) features. The presented method has potential to extend the practical capability of sentiment mining area, while, research findings and analysis are useful in helping business managers to define new target customers and to plan more effective marketing strategies.

Dynamic price discrimination with customer recognition

This paper studies a general two-period model of product line pricing with customer recognition. Specifically, we consider a monopolist who can sell vertically differentiated products over two periods to heterogeneous consumers. Each consumer demands one unit of the product in each period. In the second period, the monopolist can condition the price-quality offers on the observed purchasing behavior in the first period. In this setup, the monopolist can price discriminate consumers in two dimensions: by quality as well as by purchase history. We fully characterize the monopolist's optimal pricing strategy when there are two types of consumers. When the type space is a continuum, we show that there is no fully separating equilibrium, and some properties of the optimal contracts (price-quality pairs) are characterized within the class of partitional perfect Bayesian equilibria.