The present invention is directed to a system and method for researching on-line behavior, and more particularly to a web-based system and method for researching on-line behavior utilizing client/customer survey/research respondent groups to derive an optimal understanding of on-line consumer behavior, wherein the system and method provides companies with an integrated approach combining behavioral data and survey data to derive a broader and more in-depth understanding of human decisions.
All publications and patent applications mentioned in this specification are herein incorporated by reference to the same extent as if each individual publication or patent application was specifically and individually indicated to be incorporated by reference.
Digital marketing, advertisement and electronic commerce or “eCommerce” is on the rise worldwide, and as a result online behaviors and advertisement influences relating to products and services interest and purchases occur with greater frequency than ever by millions of users and purchasers worldwide.
There is a growing need for solid and accurate measurement of user's on-line behavior and the ability to enable accurate and reliable recommendations to those on-line users and purchasers. Most have solved this problem by using more and more complicated software running behind the displays of websites and on-line retail outlets.
Therefore, it would be highly desirable to have a system and method for researching on-line behavior utilizing client/customer survey/research respondent groups to provide the ability to custom recruit research respondents for online behavior monitoring based on client-provided criteria, affording companies a much higher degree of precision in researching the target audience.
In this respect, before explaining at least one embodiment of the invention in detail it is to be understood that the invention is not limited in its application to the details of construction and to the arrangement of the components set forth in the following description or illustrated in the drawings. The invention is capable of other embodiments and of being practiced and carried out in various ways. In addition, it is to be understood that the phraseology and terminology employed herein are for the purpose of description and should not be regarded as limiting.
The principle advantage of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups is to provide a system and method which enables one to derive an optimal understanding of on-line behavior.
Another advantage of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups is to provide the ability to custom recruit research respondents for online behavior monitoring based on client-provided criteria, affording companies a much higher degree of precision in researching the target audience.
Another advantage of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups is to provide a different, more engaging way to involve respondents to provide data about themselves in an authentic manner.
Another object of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups is to provide a greater flexibility to implement online behavioral tracking software among research respondents from a wide variety of sources including client customer base or other research panels, adding a powerful dimension of insights about consumers and the marketplace otherwise unattainable from traditional market research.
Another object of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups is to provide a superior recruitment process and data validation process that deliver on efficiency in time and cost.
Another object of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups is to provide an easy engagement protocol to provide continuous capturing of consumer activities on the Internet based on a client-determined time frame, which can be 30 days, 60 days or longer.
And yet another object of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups is to enable the ability to integrate both survey, online behavioral data and other forms of data to derive most holistic understanding of consumers.
And yet a further object of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups is to provide proven metrics and analytical procedures that yield tangible understanding of marketing implications such as how many visits to a specific type of website on average during a 6-month time frame would achieve a 200% lift in purchase likelihood.
Throughout the present patent application the disclosed invention directed to a system and method for researching on-line behavior utilizing client/customer survey/research respondent groups, will be known as the “ZQ Digital Tribe” or just a “ZQ Tribe” process/method and/or system. ZQ Digital Tribe is research methodology leveraged to help clients better understand consumer's online behavior. The research data collected via this methodology is used to support clients with their advertising, marketing and branding strategies and campaigns as well as other business operations. ZQ Digital Tribe is an opt-in digital community comprised of members who allow for their online activity to be tracked and also participate in online research surveys. The digital community consists of a group of users that have downloaded and installed the SavvyConnect application and any additional media usage tracking technologies.
The process for implementing a ZQ tribe begins with the definition of the objectives, scope and type of the tribe and deliverables required. The types of Tribe include but are not limited to Impact Monitoring, Digital Life, Cross Media, Multi-Sense and Behavioral Pattern. Each type of Tribe has its own methodology and implementation.
All data collected by the SavvyConnect application and other systems and processes during a Digital Tribe is integrated together for analysis. The ZQ Digital Tribe members may differ for each Tribe and are customized based on the respondent criteria identified by the client. The Tribes are active for a designated period of time. The respondent criteria and the timeframe of the Digital Tribe are determined based on the overall business objectives and research needs identified by the client.
The digital data is analyzed to answer questions about what individuals are actually doing online and additional data is integrated to answer the questions about why consumers participate in the online activity. The additional data integrations may include research surveys, focus groups, demographic data, profiling data, other forms of behavioral tracking data (such as mobile device tracking, gaming device tracking, TV streaming device tracking), and third party data.
The SavvyConnect application is available from the Applicant Luth Research, LLC and is the subject of a previously filed U.S. Utility patent application, USPTO Ser. No. 12/818,603, titled SYSTEM AND METHOD FOR COLLECTING CONSUMER DATA, filed on Jun. 18, 2010, based upon the previously filed U.S. Provisional Patent Application, USPTO Ser. No. 61/269,218, filed on Jun. 22, 2009, both of the above listed US patent applications are incorporated by reference in their entirety herein.
The SavvyConnect application comprises a system having a plurality of client devices connected to the internet. The client devices detect and collect information regarding a user's browsing activity and transmit this information to server via the internet. The client device is any device capable of communication over the internet via a browser including, but not limited to, general purpose computers, internet ready telephones and other wireless communication devices, internet enabled TVs and auxiliary devices, etc. The server is a computer located at a central site for receiving and processing the information gathered by client devices. The client device includes data input elements such as a keyboard or pointing devices. the client further includes appropriate communications hardware and volatile and non-volatile memory elements in or on which are stored an operating system and application software which allow a user to send and receive data. such software includes application software commonly referred to as a browser such as Internet Explorer, Firefox, Safari, Chrome and the like.
It must be clearly understood at this time although the preferred embodiment consists of the system and method for researching on-line behavior utilizing client/customer survey/research respondent groups, that many conventional mechanical devices exist, that would allow for implementation and deployment of the present system and method, including computers, cell phones, smart phones and other mobile computing devices, wireless devices, kiosks, televisions, smart televisions, telephone systems and other systems and devices which enable connection to a worldwide computer network, or combinations thereof, that will achieve a similar operation and they will also be fully covered within the scope of this patent.
With respect to the above description then, it is to be realized that the optimum dimensional relationships for the parts of the invention, to include variations in size, materials, shape, form, function and manner of operation, assembly and use, are deemed readily apparent and obvious to one skilled in the art, and all equivalent relationships to those illustrated in the drawings and described in the specification are intended to be encompassed by the present invention. Therefore, the foregoing is considered as illustrative only of the principles of the invention. Further, since numerous modifications and changes will readily occur to those skilled in the art, it is not desired to limit the invention to the exact construction and operation shown and described, and accordingly, all suitable modifications and equivalents may be resorted to, falling within the scope of the invention.
The accompanying drawings, which are incorporated in and form a part of this specification, illustrate embodiments of the invention and together with the description, serve to explain the principles of this invention.
For a fuller understanding of the nature and objects of the invention, reference should be had to the following detailed description taken in conjunction with the accompanying drawings wherein similar parts of the invention are identified by like reference numerals. There is seen
Brief Description: The data for the identified relevant metrics (e.g., search terms, visits, etc.) are analyzed tracing how the activities fluctuate across weekdays and weekends or across the various day parts in a typical day. The peaks and lows of the activities indicate opportunities for companies to increase or decrease marketing efforts based on time patterns.
Search Term Analysis
Site Correlation Analysis
Best Path Analysis
1. Continue to run the lower part of SQL query: R:\custom\2010\ACTIVE PROJECTS\Hall & Partners—L4456 Toyota Web Tracking\Specs\SQL\Create All before and after website_list.
2. Need to change the scopes of target websites, before/after websites, and the members to reflect the desired conditions.
3. In Toyota Tribe case, use Auto Categories to summarize the auto-related before/after websites, and Non-auto Categories (from Google AdPlanner) to summarize the non-auto before/after websites.
Domains of Influence Analysis
Impacts of web visit counts, time spent, and # of page viewed on purchasing timeframe and brand affinity
Impacts of social media (Facebook) on purchasing timeframe and brand affinity. This analysis is to identify the impact of social media sites on purchase timeframe and brand affinity.
Consumer Electronics Survey\Tabs\Regression_8_10.spv
Consumer Electronics Survey\Tabs\Facebook_8_12.xlsx.
Impacts of monthly web visit counts, time spent, and # of page viewed on the likelihood to purchase within the next three months
TRIBE DEFINITION
Establishment of Objectives
Objectives will be defined by closely collaborating with the client to determine research goals and selection of appropriate methodologies. The target audience is defined to include qualification criteria and participation quotas. The participation quotas will ensure that the target audience is in-line with the desired objectives and will be monitored throughout the Tribe project.
Selection of Tribe Type
There are five examples of ZQ Tribe types, each with their own methodology, metrics, and analysis. These include Impact Monitoring, Digital Life, Cross Media, Multi-Sense and Behavioral Pattern.
Impact Monitoring Tribe
A Monitoring Tribe establishes behavior before and after subjecting the Tribe to predefined stimuli. The preexisting behavior is documented by conducting profiling during Tribe Recruitment and/or Surveying prior to monitoring during the observational periods. Observational periods are defined, typically 2 to 4 weeks prior to and after the exposure to selected stimuli. The stimuli may be one or more surveys, advertisement exposures or other communication provided at mid-term of the fielding process. A second observational period is conducted after exposure to the stimuli and a post-monitoring survey is conducted at the end of the fielding. Potential qualitative in-depth interviews can be added to aid the overall research objectives.
Digital Life Tribe
A Digital Life Tribe is conducted by uninfluenced observation of the Tribe's web behavior encompassing all captured website visits during the Tribe time frame. The defined observation period is typically 4 to 8 weeks.
Cross Media Tribe
The Cross Media Tribe integrates multiple media platform tracking to derive understanding of how people spend time with digital (e.g., computer and mobile) and non-digital (e.g., print) media in order to determine individual as well as combined effect of the media. This is accomplished by profiling during the recruitment process to determine non-digital and digital media usage behaviors and inclinations, establishing a self-reporting process such as a diary or log of non-digital behaviors during the observational period and a series of one or more surveys during or following the observational period. During the observational period, multiple tracking technological mechanisms are employed to record media usage related to mobile, computer, TV or other pertinent media types. The non-digital media data (e.g., TV set-up box viewing data) can be appended and transferred from a third party source. Potential qualitative in-depth interviews of select respondents may be added to enrich the understanding of the overall objectives.
Multi-Sense Tribe
The Multi-Sense Tribe captures behavioral, emotional and neurological responses from the Tribe to inform on any given research objective. This is accomplished by collecting the digital behavioral data Tribe members using the SavvyConnect application as well as utilizing sensory tracking technology and survey data to acquire emotional and neurological data. Potential qualitative in-depth interviews of select respondents may be added to enrich the understanding of the overall objectives.
Behavioral Pattern Tribe
The Behavioral Pattern Tribe defines how a digital population executes a predetermined task or behavior. The Tribe is given a task or behavior to execute over the course of the monitoring period and this behavior is tracked with the SavvyConnect application. Potential surveys and qualitative in-depth interviews of select respondents may be added to enrich the understanding of the overall objectives.
Definition of Tribe Details
Once the Type of the Tribe is chosen, the additional details are decided upon including the total population, length of engagement, additional data sources required and the specific deliverables.
RECRUITMENT
Recruitment of the ZQ Tribe may take many forms as determined by the specific needs and goals of the Tribe. There are various sample sources and contact methods that may be instituted.
Sourcing the Sample
Participants may be sourced directly from the ZQ Research Panel which includes members already participating in Tribe Research and ZQ Tribes. This method provides for easier recruitment and faster fielding. Participants may also be recruited from Online Research Panels including but not limited to SurveySavvy. Marketing lists may be employed for recruitment, as well as client provided contact lists. Digital advertisement and recruitment may be used to funnel internet traffic into the recruitment process. Methods for contacting the recruits may include digital marketing and advertisement, email, social network messaging, text messaging, phone calls and direct mailing.
Screening and Qualification
Upon contacting the prospective Tribe Recruits, they are processed through a screening process to determine qualifications. The technology screening ensures they meet the technical requirements for SavvyConnect. Demographic screening and quota establishment ensure that the Tribe meets the correct target audience and desired respondent composition for the project. Additional profiling may be conducted at this point to collect specific data points needed for the Tribe. Additional data sources, including off-line transactions and segmentation data, may be appended to provide for additional qualification and screening criteria.
If the participant meets all qualification criteria and has an available quota group they are given the opportunity to join the Tribe. Upon agreement to the SavvyConnect Terms and Conditions the recruits are directed to the SavvyConnect Download link. If the recruit does not meet the qualification criteria or does not have an available quota group they are prompted to join the ZQ Research Panel by downloading SavvyConnect and may be offered participation in a future Tribe. If the recruit does not meet the technical requirements or chooses not to agree to the terms and conditions they are removed from consideration for the Tribe and the ZQ Research Panel.
After SavvyConnect is downloaded and activated the recruits will not be considered confirmed until browsing data is communicated to the ZQ servers by SavvyConnect. A pre-determined data volume threshold is used to gauge if a respondent is sending acceptable amount of data that is worth analyzing for the tribe. Once this threshold is met, the SavvyConnect Support Team will inform the respondent of his or her qualified and successful status for tribe participation. Unconfirmed respondents will be contacted to be made aware of the unsuccessful participation status. When agreed upon, a 10% or more recruits may be over-recruited into the tribe to offset possible drop-outs during the tribe engagement time frame.
Tribe Activation
Once the appropriate number of participants is recruited to the Tribe and actively sending data at the acceptable data volume threshold the Tribe is considered Active and the fielding phase begins.
TRIBE FIELDING
Observational Periods
Observational periods are established in the Tribe Definition phase and typically have minimum participation guidelines that require participants to send SavvyConnect browsing data for at least 4 days each 7 day period. The criteria for acceptable threshold for browsing data may be revised and adjusted based on tribe objectives and client requirement. If the Tribe participants fall below the minimum participation threshold they are contacted by the SavvyConnect Support Team to increase participation. If the participants continue to be below the minimum participation threshold they may be removed from the Tribe.
Impact Monitoring Tribe
At the beginning of fielding a pre-monitoring survey is conducted during which all members participate by taking an online research survey. This survey is communicated via multiple methods including email, phone, SMS or within the SavvyConnect application. Following this pre-monitoring survey an observational period follows which typically lasts between two and four weeks. Upon completion of the monitoring period, one or more stimuli are introduced. These stimuli may be in the form of messaging or communication, surveys, advertisement exposure, or other action which may influence behavior. Following the exposure to stimuli, an additional observational period is conducted which typically lasts two to four weeks. After this observational period, a post-monitoring survey is conducted in which additional data is collected from the Tribe participants. Potential qualitative in-depth interviews of select respondents may be conducted to further aid the overall research objectives.
The data set is completed by integrating the profiling, demographic, survey, interviews and ZQ browsing data provided by SavvyConnect. Additionally, this data may be augmented by third party or client provided data sets which may include off-line transactional or segmentation data or other data determined by the Tribe details.
Digital Life Tribe Fielding
Digital Life Tribe fielding consists of a four to eight week Observational period of uninterrupted ZQ browsing data provided by the SavvyConnect application. Upon completion of the observational period, the ZQ browsing data is integrated with the profiling and demographic data as well as additional third party or client provided data determined by the Tribe details. Potential surveys and qualitative in-depth interviews of select respondents may be conducted to further aid the overall research objectives.
Cross Media Tribe Fielding
The Cross Media Tribe fielding consists of an observational period of four to eight weeks during which the participants will conduct self-reported observations at a predetermined rate. These self-reported observations may be in the form of a diary or blog which provides insights into what they are doing outside of their digital world. Upon completion of the observational period, the ZQ browsing data is combined with the self-reported data from the diary/blog. When applicable, any additional media usage data recorded by other tracking technological mechanisms (e.g., a mobile tracking technology or a TV set-up box technology) are also added and appended to individual participants' data streams. This is followed up with one or more post-observational surveys to gain added insights into the Tribe participant's activity. Potential qualitative in-depth interviews of select respondents may be conducted to further aid the overall research objectives.
The integrated data set contains the digital data collected by SavvyConnect and any other media tracking technological mechanisms, the non-digital behavioral data provided by the self-reporting process, additional third party or client data determined by the Tribe details the survey data from the post-observational surveys, qualitative in-depth interviews to provide a comparison and contrast of these behaviors to determine causality and other relationships.
Multi-Sense Tribe Fielding
The Multi-Sense Tribe fielding consists of an observational period of four to eight weeks. During this observational period both SavvyConnect browsing data and sensory data provided by either sensor tracking technologies are collected. These data sets are integrated on time stamp indices to allow for building correlations between emotional and neurological data and the digital behavior collected by SavvyConnect. Follow up surveys may be conducted after monitoring to gain additional insights into behavior and emotional state. Additional data sources such as third party and client provided data may be integrated as well. Potential qualitative in-depth interviews of select respondents may be conducted to further aid the overall research objectives. These combined data sets are analyzed to provide a comprehensive view of the activities and influences that occur during the observational period.
Behavioral Pattern Tribe Fielding
The Behavioral Pattern Tribe fielding begins with the communication of a tasking or behavior to accomplish. Once communicated, the Tribe participants Internet browsing activities are monitored with the SavvyConnect application for the duration of a two to four week monitoring period. The data are marked with clear time stamp indices to allow for time sequence analysis and correlation analysis among behaviors.
After completion of the monitoring period, the SavvyConnect browsing data is integrated with profiling, demographic, and other data sets including third party and client provided data.
Validation of Tribe
Tribe member participation is monitored to ensure minimum participation standards and Tribe specific requirements are being met. If a member does not meet participation standards or fails to complete Tribe specific project requirements a member of the SavvyConnect Support Team will contact the member directly. Key participation attributes being monitored are;
If they fail to completely download and install the SavvyConnect application
If they install the SavvyConnect application but do not send data
If they uninstall the SavvyConnect application and stop sending data the next day
If they stop sending data for 7 consecutive days
If they have not responded to a Tribe related survey by the specified deadline
If they have not visited a site or met previously agreed to Tribe project requirement by the specified deadline
If they have not participated in a qualitative in-depth interview or discussion as required by the project
Tribe Data Set Complete
ANALYSIS AND REPORTING
Data Analysis
Weekly Pattern/Day Part Pattern Analysis
The data for the identified relevant metrics (e.g., search terms, visits, etc.) are analyzed tracing how the activities fluctuate across weekdays and weekends or across day parts of a typical day (e.g., early morning, fringe). The peaks and lows of the activities indicate opportunities for companies to increase or decrease marketing efforts based on time patterns.
Search Term Analysis
Search is a common consumer activity online. Search term analysis has two dimensions. First, search terms are coded into categories or themes that are relevant to a topic of interest (e.g., searches for digital camera). Second, search terms are coded in terms of whether each search term contains a brand name, which allows researchers to analyze the significance of branded searches as opposed to unbranded searches. Insights from this analysis inform decisions on search engine optimization strategies, and quantify the impact of search within a specific product category.
Site Correlation Analysis
Visitors to target websites of interest identified by the client are examined to determine what other websites they visit are of high probability and high relevance to the research topics. A group of highly visited websites by these visitors are compiled and categorized based on their degree of correlation to the target websites of interest. Clients can leverage the insights to drive cross-site traffic and identify optimal destinations to attract target audience.
Best Path Analysis
For every website of interest or domain of influence, there is a digital path leading to it and another one it leads to. This analysis answers questions such as “Does most of the traffic to the website come from search engine?”, “How many other websites on average do consumers visit prior to coming to my website?”, “Where do my customers go after they leave my website?” The analysis not only provides competitive intelligence on consumer shopping and content consumption behaviors, but also exposes the underlying digital path which can be shaped by relevant marketing tactics.
Domains of Influence Analysis
Advanced statistical procedures such as logistic regression and structural equation modeling are used to determine what website destinations are most influential in visitors' brand perceptions in a specific category. The web site domains that carry the most weight are identified and their impact is assessed. This includes, but not limited to; Impacts of web visit counts, time spent, and # of page viewed on brand affinity, Impact of Social media (such as Facebook, etc.) on brand affinity and Impacts of web visit counts, time spent, and # of page viewed on brand affinity.
The on-line behavior research method using client/customer survey groups system and method 10 shown in the drawings and described in detail herein, enables the following capabilities, including but not limited to:
the capability to custom recruit to yield a higher degree of precision;
the capability to recruit from different sources of sample including Applicant's own panel, client-provided sample, or any given list of respondents, and download the tracking application onto their computers or other devices for permission-based tracking; whereby this capability broadens the clients' access to relevant respondents and yields both time and cost efficiency
the capability to integrate behavioral data and survey data;
the capability to integrate behavioral data and qualitative research data;
the capability to integrate behavioral data and multi-sensory data including physiological, eye-movement and other data captured through follow up research;
the capability to integrate behavioral data and 3rd-party data including transaction data;
the capability to integrate multiple tracking mechanisms or technologies (such as computer-based online tracking and mobile tracking) with a single group of respondents, which enhances accuracy in measuring cross-platform behaviors;
the capability to do the above data integration for the same individuals as opposed to any other matching alternatives such as data fusion or matching based on zip code or age cohort, which enables generation of insights based on accurate correlation analysis;
the capability to capture and monitor online behaviors during a very specifically defined time frame, which provides the flexibility in research design to enhance the relevance of the resulting data and analysis; for example, if the client advertising campaign starts and stops at specific times, the ZQ Tribe system can create a tribe that spans across those critical milestones among the relevant audience;
the capability to administer stimuli and/or experimental designs as part of the tribe process to determine any ensuing behavioral and/or attitudinal changes, captured by the online tracking and follow up surveys, qualitative research and multi-sensory research;
the capability to develop industry specific, product category-specific statistical models that determine the corresponding level of influence from both online behavioral factors and off-line factors such as those data points captured through follow up survey, qualitative research, and multi-sensory research; and
the capability to develop, compile and present online behavioral patterns and trends pertinent to addressing business objectives in marketing such as how consumers shop in a product category, how consumers are affected by advertising, and how consumers consume digital media content.
The on-line behavior research method using client/customer survey groups system and method 10 shown in the drawings and described in detail herein disclose arrangements of elements of particular construction and configuration for illustrating preferred embodiments of structure and method of operation of the present invention. It is to be understood however, that elements of different construction and configuration and other arrangements thereof, other than those illustrated and described may be employed for providing a on-line behavior research method using client/customer survey groups system and method 10 in accordance with the spirit of the invention, and such changes, alternations and modifications as would occur to those skilled in the art are considered to be within the scope of this invention as broadly defined in the appended claims.
Further, the purpose of the foregoing abstract is to enable the U.S. Patent and Trademark Office and the public generally, and especially the scientists, engineers and practitioners in the art who are not familiar with patent or legal terms or phraseology, to determine quickly from a cursory inspection the nature and essence of the technical disclosure of the application. The abstract is neither intended to define the invention of the application, which is measured by the claims, nor is it intended to be limiting as to the scope of the invention in any way.
This application is a continuation of U.S. application Ser. No. 14/813,773, filed Jul. 30, 2015, which is a continuation of U.S. application Ser. No. 13/726,947, filed Dec. 26, 2012, which is based on, and claims priority to U.S. Provisional Application No. 61/580,285, filed Dec. 26, 2011, the entire contents of each of which being fully incorporated herein by reference.
Number | Date | Country | |
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61580285 | Dec 2011 | US |
Number | Date | Country | |
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Parent | 14813773 | Jul 2015 | US |
Child | 15405836 | US | |
Parent | 13726947 | Dec 2012 | US |
Child | 14813773 | US |