The present invention relates to methods and apparatus for collecting information. More particularly, embodiments of the present invention relate to methods and apparatus for collecting and categorizing customer data.
Many businesses solicit and gather information from their customers. This can help a business gain a better understanding of its customers and respond to their suggestions and complaints.
Businesses use a number of different techniques for collecting customer information. For example, many businesses provide comment cards and encourage customers to use them to provide feedback. Restaurants may place the cards on the table, encouraging customers to fill out a card during, or immediately after a meal. Retailers may place the cards at the point-of-sale and ask that customers fill out a card while the shopping experience is still fresh. These comment cards typically include a number of multiple choice questions or identify different service areas and ask the customer to rate the quality of service in each area.
Unfortunately, this approach to soliciting customer comments has a number of disadvantages. For example, customers generally dislike filling out and submitting comment cards because the process is relatively burdensome and because they often perceive such cards as being ineffective or ignored by the business. Often, customers only take the time to fill out and submit comment cards when they have something to complain about. This is unfortunate, as many businesses would like to hear helpful suggestions or positive comments as well.
Many businesses solicit customer feedback through the use of customer service desks. Customers are encouraged to raise complaints or suggestions with customer service representatives that staff the customer service desk. Unfortunately, these customer service desks are generally not ideal for soliciting customer feedback. A customer who would like to point out a problem in service or otherwise make a complaint or suggestion must initiate contact with the customer service desk. This can be inefficient or burdensome for the customer. Many customer service desks can have long lines, especially during heavy shopping periods. As a result, a customer with a minor suggestion or complaint may be discouraged from providing feedback because the process is too burdensome. Further, many customers are reluctant to complain because they want to avoid confrontation or being perceived as frequent complainers.
Businesses also generate customer comments through the use of market research and focus groups. These methods can be very useful in soliciting comments about the likes and dislikes of customers in a group. However, the comments received may not be from actual customers of the business. Further, the comments received are not necessarily immediate and personal comments regarding the business or a customer's most recent experiences with the business.
It would be advantageous to provide a method and apparatus that overcame the drawbacks of these methods and systems for soliciting and collecting customer feedback.
To alleviate the problems inherent in the prior art, and to improve the ability to collect and categorize customer data, embodiments of the present invention provide a system and method for collecting and categorizing survey data at terminal devices.
In one embodiment, a method and system for collecting and categorizing survey data includes receiving customer information. The customer information may include, e.g., transaction information about the purchase of one or more products. In some embodiments, the customer information includes purchase transaction information generated at the point of purchase. As a specific example where a customer is purchasing groceries at a grocery store, the customer information may consist of product information about the products the customer is purchasing. The customer information may also include information identifying the customer, or information about a customer inquiry, such as a request for assistance or information. The customer information may also include information specifically solicited by, for example, a store employee.
Once customer information is received, a query is identified based at least in part on the customer information. For example, if the customer information includes transaction information received at a point of purchase, the query may be selected based at least in part on the transaction information (e.g., a customer purchasing a box of detergent may be asked a query related to the detergent, a customer making purchases during a high traffic period may be asked a query regarding the amount of time the customer waited in line, etc.). Once identified, the query is output for presentation to the customer. In one embodiment, the query is presented to the customer by prompting an employee, such as a clerk at a point-of-sale terminal, to verbally present the question to the customer. A customer response to the query is then received, captured and analyzed. In one embodiment, the customer response is a verbal response and the response is recorded and processed using a speech recognition program to generate one or more files representing the customer's response. The file(s) may then be analyzed, e.g., by categorizing the customer's response into one or more categories which have been established by a merchant or other entity collecting the survey data.
In some embodiments, the merchant may perform some remediation to directly address a customer's response. Various acts may be taken to react to a customer's response, including, for example, thanking the customer for his input, dispatching an employee to correct a problem, offering the customer a benefit (e.g., in the form of a coupon or discount), or the like. For example, a customer response which raises a complaint about service may elicit a direct remediation response in the form of an apology and a coupon. A customer response noting a dangerous defect (e.g., a potential slip and fall hazard caused by spilled merchandise in a grocery store) may prompt the immediate dispatch of an employee to correct the defect. In other embodiments, remediation may be an indirect response to a customer response. For example, a merchant may decide to modify the store layout only after receipt of many customer complaints about the current store layout.
In some embodiments, more than one query is identified and presented to the customer for response. For example, each subsequent query may be identified based on customer responses from previous queries. In this manner, embodiments of the present invention enable a merchant to elicit detailed feedback from customers. The use of multiple queries which are selected based at least in part on customer responses allows the selection and presentation of survey questions in a conversational and friendly manner which increases the likelihood of soliciting useful survey data.
With these and other advantages and features of the invention that will become hereinafter apparent, the nature of the invention may be more clearly understood by reference to the following detailed description of the invention, the appended claims and to the several drawings attached herein.
Applicants have recognized that businesses have a need to collect and categorize customer feedback. Preferably, the collection of the feedback is performed in a manner which requires little effort on the part of the customer, is non-confrontational, allows the business to solicit feedback on particular topics, encourages the customer to provide helpful suggestions as well as complaints, and allows the customer to provide feedback during his or her interaction with the business. The term “customer”, as used throughout this disclosure, is intended to refer to various types of consumers who interact with businesses. For example, a “customer” may be a individual purchasing goods at a merchant, returning goods to the merchant, seeking assistance from the merchant, etc. The term “merchant” or “business” is used to generally refer to vendors of goods or services who interact with customers. A “merchant” or “business” may be a retail store, a restaurant, a repair shop, a doctor's office, or the like.
Referring now to
Communication between the terminals 110, 120 and the controller 200 may be direct or indirect, such as over the Internet through a Web site maintained by controller 200 on a remote server or over an on-line data network including commercial on-line service providers, bulletin board systems and the like. In yet other embodiments, the devices may communicate with controller 200 over radio-frequency (RF), cable TV, satellite links and the like.
Those skilled in the art will understand that devices in communication with each other need not be continually transmitting to each other. On the contrary, such devices need only transmit to each other as necessary, and may actually refrain from exchanging data most of the time. For example, a device in communication with another device via the Internet may not transmit data to the other device for weeks at a time.
The controller 200 may function as a “Web server” that generates Web pages (documents on the Web that typically include an HTML file and associated graphics and script files) that may be accessed via the Web and allows communication with the controller 200 in a manner known in the art.
Any or all of the terminals 110, 120 may be, e.g., conventional personal computers, portable types of computers, such as a laptop computer, a hand-held computer, a Personal Digital Assistant (PDA), or a wired or wireless telephone. Any combination of terminals 110, 120 may be employed. For example, a retailer using techniques of the present invention may choose to deploy a number of different types of terminals 110, 120, including point-of-sale terminals at the store's checkout counters, PDAs operated by employees staffing different departments of the store, computerized kiosks located in the store, and personal computers at customer service desks throughout the store. In one embodiment, each of the terminals 110, 120 are in communication with a controller 200. In other embodiments, the terminals 110, 120 are in direct communication with each other without use of a controller 200. For example, a merchant location may have several point-of-sale terminals in a store network where each of the point-of-sale terminals are capable of independently performing the functions of the present invention. In still other embodiments, the terminals 110, 120 are stand-alone devices which individually operate to perform features of the present invention without interacting with other terminals or a controller.
The controller 200 comprises a processor 210, such as one or more Intel® Pentium® processors. The processor 210 is in communication with a communication port 220 through which the processor communicates with other devices. The processor 210 is also in communication with a data storage device 230. The data storage device 230 comprises an appropriate combination of magnetic, optical and/or semiconductor memory, and may include, for example, Random Access Memory (RAM), Read-Only Memory (ROM), a compact disc and/or a hard disk. The processor 210 and the storage device 230 may each be, for example (i) located entirely within a single computer or other computing device, or (ii) connected to each other by a remote communication medium, such as a serial port cable, telephone line or radio frequency transceiver. In one embodiment, the controller 200 may comprise one or more computers that are connected to a remote server computer for maintaining databases.
The data storage device 230 stores a program 240 for controlling the processor 210. The processor 210 performs instructions of the program 240, and thereby operates in accordance with the present invention, and particularly in accordance with the methods described in detail herein. The program 240 may be stored in a compressed, uncompiled and/or encrypted format. The program 240 furthermore includes program elements that may be necessary, such as an operating system, a database management system and “device drivers” for allowing the processor 210 to interface with computer peripheral devices. Appropriate program elements are known to those skilled in the art, and need not be described in detail herein.
According to an embodiment of the present invention, the instructions of the program 240 may be read into a main memory from another computer-readable medium, such as from a ROM to RAM. Execution of sequences of the instructions in program 240 causes processor 210 to perform the process steps described herein. In alternative embodiments, hard-wired circuitry may be used in place of, or in combination with, software instructions for implementation of the processes of the present invention. Thus, embodiments of the present invention are not limited to any specific combination of hardware and software.
The storage device 230 also stores (i) a survey question database 300, (ii) an employee database 400, (iii) an employee response database 500, and (iv) a response database 600. The databases 300, 400, 500, and 600 are described in detail below and depicted with exemplary entries in the accompanying figures. As will be understood by those skilled in the art, the schematic illustrations and accompanying descriptions of the databases presented herein are exemplary arrangements for stored representations of information. In some embodiments, one or more of the databases are distributed among the terminals 110, 120. Further, some or all of the functionality of the program 240 may be performed at the terminals 110, 120. A number of other arrangements may be employed besides those suggested by the tables shown. Similarly, the illustrated entries of the databases represent exemplary information only, those skilled in the art will understand that the number and content of the entries can be different from those illustrated herein.
Survey Question Database
For each entry of the survey question database 300, the data specified by the field 302 identifies a particular survey question that may be asked of a customer. The question identifier 302 may be established by the business, by an entity operating the controller 200, or by the controller 200. The question identifier 302 may be a unique number, code or other identifier suitable for uniquely identifying a specific question. For example, in the database depicted in
For each entry of the survey question database 300, the field 304 includes data representing the question identified by the question identifier 302. The question 304 may be any information representing a specific query that can be posed to a customer. Some questions may be very general in nature and may be used as an introduction to more detailed questions. For example, a general query of “HOW WAS YOUR SHOPPING EXPERIENCE TODAY?” may be used to lead in to a more detailed question such as “HOW LONG DID YOU WAIT IN THE CHECKOUT LINE?” Some of the questions 304 may be tailored based on specific information about a particular transaction. For example, certain questions may be product or manufacturer specific, such as “WERE YOU ABLE TO FIND YOUR (product name) EASILY?”, or “HOW OFTEN DO YOU BUY LAUNDRY DETERGENT?” (throughout the specification and drawings, information set off in parentheses in a question is used to signify a variable which depends on a particular transaction, e.g., “(product name)” may be displayed to the employee as “ACME-brand detergent”.) Other questions may be customer specific. For example, a customer who is a member of a merchant's frequent shopper program may be identified as such at the point-of-sale, and may be asked “ARE YOU SATISIFIED WITH OUR FREQUENT SHOPPER PROGRAM?”.
An entity may choose to have its employees recite all questions verbatim. For example, an employee at a terminal may be instructed to read a survey question verbatim from a display monitor. An entity may also choose to give certain employees flexibility in the phrasing of questions. For example, in the survey question database 300 depicted in
Questions from the survey question database 300 are presented or communicated to an employee via an employee input/output device 112, 122. In one specific embodiment, the question 304 is presented to the employee via a display terminal, and is then orally presented by the employee to a customer, e.g., at a point-of-sale location. Applicants have discovered that customers are more likely to respond to survey questions that are orally presented to them, as opposed to questions which are typewritten on comment cards or which are presented as text on a screen with which the customer interacts. Further, because the question is presented during a transaction, e.g., at a point-of-sale location, or while a customer is browsing through a store, the customer's response to the question is more likely to include timely and relevant information. This ensures that a greater amount of current survey data is received from customers, allowing businesses using embodiments of the present invention to better respond to customer complaints and suggestions. In some embodiments, the question 304 may be a recorded question which is played via an audio output device (customer input/output device 114, 124 of
For each entry of the survey question database 300, the field 306 includes data identifying the number of times that the question identified by the question identifier 302 has been asked. This information may be used, for example, to determine whether and when a particular question should be asked. The information may also be used to determine whether the question has been asked a statistically-significant number of times. For example, a merchant may test new survey questions by asking the new survey questions at least a certain minimum number of times. If the survey question elicits appropriate responses during the test, the question may be retained. For example, if the question elicits responses that help the merchant improve profitability, the question may be retained. If the survey question does not elicit appropriate responses during the test period, the question's use may be modified or discontinued.
For each entry of the survey question database 300, the field 308 includes data identifying the number of responses which have been received to the question 304 identified by the question identifier 302. Data identifying the number of responses which have been received may be tracked separately from data identifying the number of times a question has been asked because there may be significant differences between the data. For example, customers may refuse to answer certain questions or, in embodiments where customer responses are recorded, there may be microphone problems which prevent customer responses from being recognized.
Tracking the data in separate fields 306 and 308 may help identify any such inconsistencies. Further, the information identifying the number of responses which have been received 308 may also be used, for example, to determine whether a particular question should be asked. The information may also be used to determine whether the question has been answered a statistically-significant number of times. The number of responses 308 may be reset once the number of times asked 306 is reset. In some embodiments, the number of responses 308 and number of times asked 306 may be monitored to improve the quality of questions. For example, if the number of times asked 306 for a particular question is large, but the number of responses 308 is very low, embodiments of the present invention may determine that the question is poorly phrased or not of any value and may discontinue use of the question or mark it for review.
For each entry of the survey question database 300, the field 310 includes data identifying the conditions under which the question 304 identified by the question identifier 302 should be asked. A large number of different conditions may be specified. For example, an introductory survey question which is designed to establish rapport with the customer may be presented to customers with a specified regularity. These introductory questions may be identified as such (e.g., identified with the condition of being “Introductory” in field 310), and may only be presented as initial questions to customers. Further, the question 304 may also have a condition regarding the frequency with which it can be presented. For example, a merchant may wish to ask every tenth customer the introductory question, “HOW WAS YOUR SHOPPING EXPERIENCE TODAY?” For example, the response database 600 (which will be discussed further below) may be referenced to determine if the current customer is the tenth customer.
In some situations, conditions 310 may be satisfied by several different questions 304. Such a “tie” may be broken in several ways. For example, the data in fields 306 and 308 may be used to determine which question to ask where several questions are appropriate. A merchant may determine that the less-frequently asked question should be asked. Other conditions and rules may also be used to choose between multiple suitable questions. For example, a random or semi-random selection between appropriate questions may be made.
In embodiments where more than one question is presented to the same customer, other conditions 310 may specify that a particular question not be presented in conjunction with another question (e.g., where presentation of the two questions together would be redundant, contradictory, or confusing) or that a particular question should be presented in conjunction with another question (e.g., where a follow-up question is appropriate after an initial question). For example, a merchant may determine that the introductory question “IS THERE ANYTHING WE COULD HAVE DONE TO MAKE YOUR SHOPPING EXPERIENCE MORE ENJOYABLE?” should not be presented in conjunction with another broad introductory question such as “HOW WAS YOUR SHOPPING EXPERIENCE TODAY?”.
Other types of conditions may be established to ensure that questions are appropriately asked of customers. For example, other conditions 310 may specify that a question is to be presented only if the customer's transaction included a particular product or a product from a particular manufacturer. This allows a business to solicit commentary from customers regarding specific products and manufacturers. As a particular example, a merchant who has established a new product display may wish to ask customers purchasing that product if they were easily able to find the product. As another example, a manufacturer may ask merchants to collect data indicating how frequently certain types of customers buy the manufacturer's product. The merchant may ask customers buying the product “HOW OFTEN DO YOU BUY (product-name)?” and associate that data with demographic data about the customer. In some embodiments, manufacturers or other entities may compensate retailers for asking survey questions about the manufacturer's products. For example, a manufacturer may pay merchants to ask questions which encourage customers to buy particular manufacturer products. A customer who has purchased a large size box of a particular brand of detergent may be asked “WOULD IT BE MORE CONVENIENT FOR YOU IF (product manufacturer) PRODUCED AN EVEN LARGER SIZE OF (product)?”. Embodiments of the present invention permit a retailer to solicit, collect, and analyze this information for manufacturers. A particular product or manufacturer may be identified in a transaction based on information scanned in during a purchase transaction (e.g., a product UPC code may be scanned to identify both a product and a manufacturer).
Still other conditions 310 may be used to identify particular customers (e.g., a customer's name may be identified via his frequent shopper account number, credit card number, debit card number, telephone number, or other information). For example, a frequent shopper may be identified at a point-of-sale terminal by scanning a frequent shopper card at a magnetic stripe reader. These various conditions 310 may be combined and used to identify a range of questions to present to customers, from very broad or leading questions, to very specific questions based on transaction details, a customer's purchase history, or previous complaints or suggestions made by the customer.
Those skilled in the art will recognize that various other conditions may be used to identify appropriate questions for particular customers. For example, survey questions may be selected on a random or semi-random basis. Further, conditions may be established to track and monitor the status of particular questions. For example, a merchant may want to continue to ask a particular question until customers no longer express dissatisfaction about the questioned matter. As a specific example, a merchant may continue to ask the question “HOW LONG DID YOU WAIT IN THE CHECKOUT LINE?” until customers no longer complain about long waits in the checkout line (e.g., the question can be repeated until the average of all customer responses to the question indicate a wait time of less than five minutes). Embodiments of the present invention permit a merchant to continue to ask the same question of a repeat customer (or a group of customers) until the customer (or group of customers) is satisifed or until a particular issue is understood and/or resolved.
Merchants may also establish conditions which are based on other factors or data. For example, a merchant may choose to select the number and type of questions based, at least in part, on the time of day, the day of the week, current weather conditions, store location, current or expected sales volumes, current or expected service times, employee experience levels, total store sales, customer traffic, other customer responses received, etc. Trends in each or any of these areas may cause systems according to the present invention to ask particular survey questions and/or to track specific data. For example, a merchant may determine that during peak shopping hours, customers prefer to answer fewer questions than during slow shopping hours. Accordingly, the number of questions asked during peak shopping hours may be limited to no more than two or three.
In other embodiments, merchants may wish to target specific questions to customers when certain trends occur. For example, a merchant may monitor the average checkout time and, if the average checkout time increases past a threshold, survey questions relating to this potential problem may be posed. Similarly, a merchant may determine that questions not be asked during peak traffic times, to avoid delaying check-out time. Merchants may also determine that all customers during a particular period will be asked the same survey question. Those skilled in the art will recognize that other data and fields may be provided to further specify and detail survey questions.
Employee Database
Reference is now made to
For each entry of the employee database 400, the data specified by the field 402 is used to uniquely identify specific employees of a business. The employee identifier 402 may be established by the business or by an entity operating controller 200. The employee identifier 402 may be a unique number, code or other identifier suitable for uniquely identifying an employee. For example, an employee's social security number, telephone number, payroll number, or other information may be used as the employee identifier 402.
For each entry of the employee database 400, the data specified by the field 404 is used to identify the name of the employee identified by the employee identifier 402. Other employee information, such as employee contact information, may also be provided in this, or in separate fields.
For each entry of the employee database 400, the data specified by the field 406 is used to specify an employee authority level of the employee identified by the employee identifier 402. For example, a merchant may establish different employee authority levels for its employees, such as “LOW”, “MEDIUM”, “HIGH”, and “MANAGER”. Each authority level may have different levels of responsibility and authority. For example, a merchant may determine that only employees who have an authority level of “MANAGER” can provide discounts of greater than 20% in response to customer survey responses. Employees with high authority levels may be given more flexibility in the choice or phrasing of questions. As another example, a merchant may determine that employees who have an authority level of “LOW” cannot ad lib survey questions and must always recite survey questions verbatim. Employee authority levels may also be used track employee performance for compensation purposes.
For each entry of the employee database 400, the data specified by the field 408 is used to identify which survey questions 304 (of survey question database 300), if any, were created by the employee identified by the employee identifier 302. This can be used to compensate employees who develop a widely-used survey question, or who develop many survey questions.
For each entry of the employee database 400, the data specified by the field 410 is used to identify a balance of an employee account established for the employee identified by the employee identifier 402. This account, according to certain embodiments of the present invention, may be used to reward employees for properly presenting questions to customers, for developing useful new survey questions and for effectively remediating complaints or problems. The employee account balance 410 may include a dollar value representing the total value of awards earned by an employee, or the account balance 410 may reflect points, prizes, merchandise, or other awards earned by the employee.
In some embodiments, the employee identifier 402, the employee name 404, the employee authority level 406, the employee constructed question(s) 408, and the employee account balance 410 may refer to a specific terminal 110, 120 rather than a specific employee. For example, in some situations, a retailer may only wish to track performance of a specific point-of-sale terminal. In other situations, the retailer may wish to track performance of the employees at a specific terminal during a specific time period (e.g., during particular shifts). Other data and information may also be provided in the employee database 400.
Employee Response Database
For each entry of the employee response database 500, the data specified by the field 502 includes information identifying a particular employee response. The employee response identifier 502 may be established by the business, by an entity operating the controller 200, or by the controller 200. The employee response identifier 502 may be a unique number, code or other identifier suitable for uniquely identifying a specific employee response. As will be discussed further below in conjunction with a discussion of
For each entry of the employee response database 500, the data specified by the field 504 includes information identifying a condition(s) associated with the employee response associated with the employee response identifier 502. For example, a merchant may establish one or more conditions 504 that must be satisfied by a customer response to trigger a particular employee response. A number of different types of conditions may be established. For example, a merchant may have different employee responses based on the customer's tone (e.g., POSITIVE, NEGATIVE, VERY NEGATIVE, etc.) or the employee's skill level (e.g., TRAINEE, MANAGER, etc.). Other conditions may also be established to ensure that an appropriate response is provided to a customer.
For each entry of the employee response database 500, the data specified by the field 506 includes information identifying an employee response associated with the employee response identifier 502. A number of different types of employee responses may be provided. These employee responses 506 may require a verbatim recitation by the employee, or may allow the employee to ad lib the response (e.g., thank the customer). Other employee responses 506 may require some specific action (e.g., asking a manager to dispatch an employee to fix a problem). As a specific example, if a customer has responded to a survey question in a positive tone and the employee presenting the response is a trainee, then the appropriate employee response 506 is “THANK YOU FOR YOUR INPUT AND FOR SHOPPING AT (store name)”.
As another example, a customer who responds with a negative tone, complaining about a particular product, may receive a 50% off coupon for the product if the employee is a MANAGER. In this manner, merchants or other entities may establish specific rules for employees to respond to customers. Customer complaints may be immediately addressed, thereby increasing customer retention and satisfaction. Customer input on surveys may be rewarded or otherwise acknowledged. Those skilled in the art, upon reading this disclosure, will recognize that a number of different types of employee responses and conditions may be established.
Response Database
For each entry of the response database 600, the data specified by the field 602 includes information identifying a particular survey question response received. The response identifier 602 may be established by the business, by an entity operating the controller 200, or by the controller 200. The response identifier 602 may be a unique number, code or other identifier suitable for uniquely identifying a specific response.
For each entry of the response database 600, the data specified by the field 604 includes information identifying the question identifier 604 which resulted in the response identified by the response identifier 602. The question identifier 604 is preferably the same as, derived from, or based on the question identifier 302 of
According to some embodiments of the present invention, the identity of the customer who provided the response identified by response identifier 602 is also tracked. The data specified by field 607 includes information identifying the customer identifier 607 of the customer who provided the response identified by the response identifier 602. The customer identifier 607 may be a frequent shopper account number associated with the customer, the customer's credit card number, debit card number, telephone number, or other information. This information may be used to target survey questions to particular customers or to otherwise identify particular customers (e.g., to credit refunds to the customer, to track complaints made by a particular customer, etc.). Some customers may wish to remain anonymous, in which case the customer identifier 607 is either not used or another identifier is used in its place (e.g., the response identifier 602 may be used to anonymously refer to a particular customer). Merchants may track these anonymous customers separately or may attempt to identify particular anonymous customers by their shopping habits. For example, an anonymous customer who frequently makes unwarranted complaints may be identified and his responses may be filtered to avoid skewing survey results.
For each entry of the response database 600, the data specified by the field 608 includes information identifying the response received to the question identified by the question identifier 604. The response 608 may be a text file produced after processing a customer's spoken response using a speech recognition program, such as the Nuance v.6.0 speech recognition package available from Nuance Communications, of Menlo Park, Calif. In addition, or in the alternative, the response 608 may include a recording of the customer's spoken response. The recording and/or the text file may be edited or modified to remove non-relevant information in a response.
In one embodiment, the customer's spoken response is captured by the employee. For example, the customer may be asked a multiple choice question or a simple “YES/NO” question. The employee, upon hearing the customer's response, may input the response to the terminal 110, 120. For example, the terminal 110, 120 may have a touchscreen or other input device which allows the employee to enter information about the customer's response. In this embodiment, the response 608 may be an indication of the customer's response (e.g., “YES”, “NO”, etc.). In another embodiment, the employee may be prompted to type or otherwise enter a summary of the customer's response.
In another embodiment, to ensure that responses are properly and accurately captured, only the employee's voice is captured and analyzed. In this embodiment, the employee presents a survey question to a customer, listens to the customer response, and then repeats the customer response. The employee may recite the customer response verbatim or may paraphrase the response. This technique may result in more accurate speech analysis, as the voice recognition system may be trained to each employee's voice. In another embodiment, both the customer response and the employee's recitation of the customer response may be recorded and analyzed. In yet another embodiment, the employee may be prompted by the system to recite the customer response only when the system is unable to recognize a particular customer response.
For each entry of the response database 600, the data specified by the field 610 includes information identifying one or more categories in which the response 608 falls. These categories may be selected from a pre-established list of areas that a merchant has chosen to track. This allows a merchant to utilize the data received from customer responses effectively. For example, a merchant may be especially interested in complaints or suggestions about store layout and staffing, and may establish categories such as “STAFF,” “CHECKOUT,” and “STORE LAYOUT.” Responses may be categorized in any of a number of different ways. For example, embodiments of the present invention may categorize a response 608 by searching for key words or phrases in the response and identifying those categories which are affected by the response. A response may also be categorized by the employee. For example, after a customer provides a response, the employee can key in, or otherwise enter, information into the terminal categorizing the customer's response. Those skilled in the art will recognize that other techniques may be used to categorize customer responses. For example, artificial intelligence, neural network, or data mining techniques may be used to extract useful information from received customer responses.
For each entry of the response database 600, the data specified by the field 612 includes information identifying the general tone or demeanor of the customer who made the response. For example, a business may wish to separately identify and analyze responses which are “NEGATIVE” (e.g., complaints) and responses which are “POSITIVE” (e.g., helpful feedback or praise). Businesses may also wish to identify responses which are “VERY NEGATIVE” so that the complaining customer may be appeased by a discount, or by otherwise quickly addressing the customer's complaint. A customer's tone may be ascertained in a number of different ways. For example, the employee who presents a survey question can input information about the customer's demeanor and tone, the speech recognition program can be used to attempt to identify a customer's demeanor and tone by searching for certain words and phrases which tend to indicate a customer's demeanor and tone. Other techniques known in the art may also be used, for example, techniques may be used to measure the pitch, volume, or other indicators of stress, tone or demeanor which may be discerned from the customer's response.
For each entry of the response database 600, the data specified by the field 614 includes information identifying, where relevant, specific details that have been extracted from the response 608. These details may be extracted using simple word comparison techniques (e.g., all customer responses which include the word “employee” will be classified as a staffing issue), or more complex techniques may be used. These details assist merchants in using and responding to customer input. For example, a merchant may be interested in identifying those responses that identify a specific product or manufacturer. Further, product manufacturers may provide incentives or other benefits to retailers which gather survey data relating to particular products from the manufacturer. As an example, a manufacturer of soap (“BIG Co.”) may wish to receive feedback on its products. In particular, the manufacturer may wish to solicit and receive comments about the packaging of “BIG-brand SOAP” by having retailers ask specific product packaging questions of customers who are purchasing (or even customers who are not currently purchasing) “BIG-brand SOAP.” Embodiments of the present invention allow product manufacturers and other entities to solicit, receive, categorize and analyze this type of information from a diverse group of retailers. In some embodiments, manufacturers may compensate or otherwise encourage retailers to solicit and collect this information.
For each entry of the response database 600, the data specified by the field 616 includes information identifying the employee response (if required). In one embodiment, the information identifying the employee response is an employee response identifier 502 from the employee response database 500 (
Employee responses 616 may be used to encourage and reward customer behavior as well. For example, a customer who answers a survey question about a particular product may receive a coupon for that product or may receive a discount off the product at the point-of-sale. Those skilled in the art, upon reading this disclosure, will recognize that a wide variety of employee responses may be used in connection with embodiments of the present invention. Direct employee responses are not the only form of remediation which may be performed using embodiments of the present invention. For example, a merchant may continually solicit and collect customer feedback on store layout, but may only change the store layout after receipt of a certain number of specific complaints about the store layout. In this example, there may be no immediate or direct employee response required other than to thank each customer for providing input. Those skilled in the art will recognize that other fields and data may be provided to further track, identify, and analyze responses.
Process Overview
A. Fixed Terminal Embodiment
Referring now to
A typical process 700 according to embodiments of the present invention begins at 702 with the receipt of customer information. The customer information received at 702 may include transaction information from a purchase transaction received from a point-of-sale terminal, or the customer information may include customer inquiry information received from a customer service terminal. For example, if the customer information received at 702 is from a purchase transaction, the customer information may include information identifying the customer (e.g., the customer's frequent shopper card, credit card number, or some other identifier), information identifying the product(s) purchased (or to be purchased) by the customer in the transaction, and information identifying the employee (e.g., the employee identifier 402 of
Some or all of the customer information received at 702 may be stored in the response database 600 (
Processing continues to 704, where a survey question is selected. A particular survey question may be selected from among a number of survey questions (identified by question identifiers 302) stored in the survey question database 300 (
In some embodiments, the question 304 may only be an indication of some sort that instructs the employee to ask a question. The indication may simply instruct the employee to ask any question whatsoever, or may instruct the employee to ask a question about a particular topic (e.g., staffing or store layout). The employee may compose his own question, or may at least compose some portion of the question. In other embodiments, the employee may be prompted with a list of one or more types of survey questions to ask a customer, rather than providing the full text of the questions. The employee's phrasing of the question, as well as the customer's response to the question, may both be stored for later analysis. If the employee's phrasing of the question elicited a particularly helpful response, the phrasing may be used as a basis for future survey questions. Further, in some embodiments, the employee may be given great latitude in the type and content of questions asked. Employees may also be compensated for good presentation of questions or for the creation of new questions. This information may be tracked using the employee database 400 (
After a survey question is selected, processing continues to 706 where the survey question is presented to the customer. This may be done in a number of different ways. For example, the survey question may be selected by the controller 200 and transmitted to a terminal 110, 120 where it is displayed or otherwise presented via an employee input/output device 112, 122 to an employee operating the terminal 110, 120 (
In one embodiment, once a survey question 304 has been presented to the customer, a field indicating the number of times asked 306 is updated. This information may be used to perform statistical analyses on the question 304 and any responses received. For example, a merchant may determine that responses to a particular question 304 will only be deemed relevant once the question has been asked a statistically-significant number of times.
According to one embodiment, an employee's presentation of the survey question may be recorded by a microphone or other recording device (employee input/output device 112, 122 of
Once the survey question has been presented to the customer, processing continues to 708 where the customer's response is received. In one embodiment, the customer's response is received by recording the customer's oral response. A microphone (customer input/output device 114, 124) may be placed in a convenient location near the customer so that the customer's response may be easily, conveniently, and accurately recorded. In some embodiments, the customer input/output device 114, 124 may include video and audio recording devices and both a video and audio recording of the customer's response may be captured. The recording device may be activated by the customer's voice, it may be selectively activated by the employee to record the customer's response, it may include a motion sensor to be activated whenever an individual is near the recording device, or the recording device may always be activated. The employee may also be able to selectively ignore certain customer responses which are, e.g., not responsive to the survey question asked. This may be accomplished, for example, by allowing the employee to selectively disable the customer's microphone.
The response 608 may be stored in recorded format in the response database 600 (
Processing then continues to 710 where the response is analyzed. Analysis of a customer response may be performed in a number of different manners. For example, the analysis may involve comparing a response to a number of different rules to categorize the response in one or more pre-defined categories. A merchant, as a specific example, may determine that it is interested in analyzing customer responses for staffing and store layout issues. The merchant may establish categories such as “STAFF,” “CHECKOUT,” and “LAYOUT.” A customer response may then be analyzed by searching for terms in the customer's response which allow the response to be categorized. In some embodiments, where a categorization of a response by keywords is not possible, the customer response may be flagged for further human analysis and categorization. In some embodiments, new categories may be dynamically established by the system and/or by employees.
In some embodiments, the employee and/or the customer may assist in the categorization of customer responses. For example, the program 240 (
Analysis of the response at 710 may also involve determining a tone of the customer's response. This may involve a simple categorization of the response as “NEGATIVE” or “POSITIVE” or may include further categorization as “VERY NEGATIVE.” This information may be stored in the response database 600 as the tone 612 (
Analysis of the response may also include the extraction of one or more details from the customer's response. For example, a merchant may choose to analyze customer responses for product-specific or product-type details. Product manufacturers may encourage merchants to collect these types of details by paying or otherwise compensating the merchant for the collection of the information. Any details extracted from the customer response are stored in the details field 614 of the response database 600 (
In some embodiments of the present invention, analysis of the response at 710 may also include a real-time analysis of whether an employee response to the customer is required. For example, to retain customers, a merchant may establish rules which determine whether an employee response is required to a particular customer response. In one embodiment, these rules are set forth in the employee response database 400 (
The employee response 616 may be provided in real-time (e.g., during a purchase transaction) or the employee response 616 may be provided some period of time after receipt of the customer response (e.g., the employee response 616 may be mailed to the customer after the transaction). If the employee response 616 is provided during the transaction, it may be first communicated to the employee (e.g., via a display screen at a point-of-sale terminal, via a headset, etc.). The employee response 616 may then be communicated to the customer. In one embodiment of the present invention, the employee orally communicates the employee response 616 to the customer. Those skilled in the art, upon reading this disclosure, will recognize that a number of different approaches for analyzing, categorizing, and responding to customer responses may be used with the present invention.
In one embodiment of the present invention, the employee database 400 (
Referring now to
The embodiment depicted in
The initial survey question is then presented to the customer at 806. In one embodiment, as described above in conjunction with
Processing then continues to 808 where the customer response is received. The customer response may be received in a number of different ways, as described above in conjunction with
Processing continues to 812 where a determination is made whether any remediation is required. As described above in conjunction with
Processing then continues to 816, where a subsequent survey question is selected. In this embodiment, multiple survey questions are presented to a customer in the course of a single session with a customer. For example, multiple questions may be asked of a customer in the course of a purchase transaction at a point-of-sale terminal, or multiple questions may be asked at a customer service kiosk, or in the course of a survey conducted at a portable terminal in a store. In one embodiment, the selection of the subsequent survey question at 816 is based, at least in part, on analysis of the customer response received at 808. The initial survey question 804 may have been an introductory or leading question asked to establish a dialog with the customer. This introductory question may then be followed by one or more specific questions based on details of the transaction. For example, the subsequent question 816 may be targeted to a customer who has been identified as a participant in the merchant's frequent shopper program, or to a customer who has purchased a particular product or a particular type of product.
As a specific example, if the initial survey question was an introductory question such as “DID YOU FIND EVERYTHING YOU WERE SHOPPING FOR TODAY?” and the customer response received at 808 was “NO, I DID NOT”, a follow-up question may be directed to the consumer's inability to find products. For example, the subsequent survey question presented at 818 may be “WHAT WERE YOU LOOKING FOR THAT YOU DID NOT FIND?”. Other subsequent survey questions may not necessarily be based on the customer response received at 808, but may instead be questions based on the customer (e.g., following up on previous complaints voiced by the customer, asking about the customer's frequent shopper participation, etc.), the identity of particular products being purchased by the customer, or the like.
The subsequent survey question is then presented at 818. The subsequent survey question may be presented as described in conjunction with
At 828, a determination is made whether further survey questions should be presented. This determination may be made, for example, based on rules established by the merchant. As a specific example, a merchant may establish a rule that no more than two survey questions will be presented per customer during peak shopping periods. Those skilled in the art will recognize that other rules and procedures may be established to present multiple survey questions. Upon completion of a session with a customer, further analysis may be performed to determine if further remediation is needed.
B. Portable Terminal
In the embodiments described above, the terminal 110, 120 is a point-of-sale terminal (or some other fixed or stationary terminal, such as a terminal at a kiosk). A further embodiment will now be described in which the terminal 110, 120 is a portable terminal such as a PDA or the like. In this embodiment, the terminal 110, 120 is, for example, carried by an employee throughout a store to assist customers and to solicit and collect customer responses to survey questions. The portable terminal referred to in this embodiment may also be used as a point-of-sale device. This embodiment will now be described by referring again to the process 700 of
In a portable terminal embodiment, as in the point-of-sale terminal embodiment, processing again begins with the receipt of customer information at 702. In this embodiment, however, the customer information may not be information about a purchase transaction. Instead, the customer information may include information about a customer query, request for assistance, or other information. For example, an employee operating a portable terminal may be approached by a customer seeking assistance in finding a particular product or assistance in selecting between products. The customer information, in such an example, may include information about the customer's request. This customer information may be entered into the portable terminal by the employee's operation of an input device or it may be input via a microphone positioned to capture the customer information.
At 704, this customer information is used in the selection of a survey question. For example, a customer inquiring about the location of a product may be provided with the product location information, and then be asked a survey question about the store layout and/or a survey question about the product.
At 706, the selected survey question is presented to the customer. In one embodiment, the selected survey question is displayed on a display device for the employee to relay to the customer. A customer response is received at 708. As with the point-of-sale terminal embodiment discussed above, the customer response may be received by recording the customer's response. The customer response is then analyzed at 710 in a manner similar to that described with the point-of-sale terminal embodiment discussed above.
This portable terminal embodiment allows merchants to solicit and collect customer survey responses during the customer's shopping experience, which results in more accurate and relevant survey data. Further, employees and merchants are able to more quickly and accurately respond to customer complaints and suggestions. Portable terminals may also be used in conjunction with the embodiment described in
Although the present invention has been described with respect to a preferred embodiment thereof, those skilled in the art will note that various substitutions may be made to those embodiments described herein without departing from the spirit and scope of the present invention.
This application claims priority from U.S. application Ser. No. 09/609,931 filed on Jun. 30, 2000, for “METHOD AND APPARATUS FOR COLLECTING AND CATEGORIZING DATA AT A TERMINAL,” which issued as U.S. Pat. No. ______ on ______, 2008, which claims priority to U.S. Provisional Application No. 60/175,723 filed Jan. 12, 2000, entitled “METHOD AND APPARATUS FOR COLLECTING AND CATEGORIZING DATA AT A POINT-OF-SALE (POS) TERMINAL,” the entirety of which are incorporated herein by reference for all purposes. This application is related to U.S. patent application Ser. No. 09/135,179, filed Aug. 17, 1998, for “METHOD AND APPARATUS FOR DETERMINING WHETHER A VERBAL MESSAGE WAS SPOKEN DURING A TRANSACTION AT A POINT-OF-SALE TERMINAL,” which issued as U.S. Pat. No. 6,567,787 on May 20, 2003, and U.S. Patent Application Ser. No. 60/183,993, filed Feb. 22, 2000 for “SYSTEMS AND METHODS FOR DETERMINING A CUSTOMER-EMPLOYEE INTERACTION RULE”, now abandoned, and U.S. Patent Application Ser. No. 60/174,583, filed Jan. 5, 2000 for “METHOD AND SYSTEM FOR MOTIVATING AN EMPLOYEE TO PERFORM A BEHAVIOR RELATING TO AN UPSELL,” now abandoned, the content of each of which is incorporated by reference herein for all purposes.