Showing posts with label analytics. Show all posts
Showing posts with label analytics. Show all posts

Sunday, April 15, 2012

Consumer Behavior Changes due to Technology.



Are there some "behavioral ecosystems" (driven by technology, or otherwise) and "contexts" that are simply "better" for human behavior? Are there "contexts" that "stretch" human behavior?

Executive Summary: A quick three pronged approach- a question to start us thinking about the impact technology has on the world we live in, a thought experiment to help us think through this impact, and then some quick thoughts as a check, and as an inflamatory contrast, to throw our own thinking in sharp relief. From the desk of Three-Pointers-Aren't-Just-All-Basketball.

The Question

A conversation with some bright digital media folks bubbled up this question: how has technology changed consumer behavior?

To each of us, the answer may be obvious, however, it is well worth stepping back and taking a moment to think through this as an exercise. This helps us become more aware of technology's impact on consumer behavior.

A Thought Experiment

Here is a visualization thought experiment, with apologies to the GEICO Caveman- The Neanderthal cave paintings were a "Gossip Girl" of the age.

Some Quick Answers

A wise, experienced response:
Within the framework of behavior in a country, nothing much has really changed. The context? As far back as the 80's and across the pond, folks were leveraging consumer analytics to sell financial products (Hats off, Ritesh).

Another view: Technology impact consumer behavior by 
  1. aggregating numerous individual decisions,
  2. making consumers aware of these aggregations, and,
  3. allowing game theory to have a field day via exchange of, or lack of exchange of, information.
The underlying theme across these points is the development of markets- either intra or inter country- and the development of context for human behavior.

I know, your first reaction here would be- do you really think Facebook, Twitter, and Groupon have not changed how we live? Sure, they have helped "cultures"/ "markets" evolve, by changing their context. However, have these forces of technology changed fundamental human behavior?

The Twist in The Tale

This leads a different line of thought:
  1. How is technology changing the context we live in?
  2. How does human behavior adapt to changed context?
  3. Are there really new contexts that have not existed before?
  4. Are there some contexts that are simply "better ecosystems" for human behavior than others?

What do you think?

Wednesday, August 19, 2009

Data, Privacy and Social Media: Impact on Analytics and Tools

Executive Summary: How does data, along with the constraints on it, impact web analytics tools and the industry? How do you start structuring your thoughts about data's role in this industry?
Note: This came about after some rumination on the way the web and social media are being used by businesses, and this post has been updated with some of those thoughts to help continuity.

My last couple posts have been threatening to run down this alley for a while, but I realized that Data, Privacy and Social Media need to be addressed together in a separate post. I shared these thoughts with Alan Chapell, Chapell & Associates, after a chance meeting with him at an event before the Affiliate Marketing Summit.

Do Privacy Issues Impact Data Access for Analysis?
Yes, especially when you are not the primary service provider.

When you think about Data, Privacy and Social Media in the same breath, issues like those that Facebook has recently faced come to mind:
1> The criticism:
http://consumerist.com/5150175/facebooks-new-terms-of-service-we-can-do-anything-we-want-with-your-content-forever
2> The response:
http://blog.facebook.com/blog.php?post=54434097130

It is important to note that this recent case is part of a continuum of controversies over access to and sharing of online customer information during the past decade.

Data privacy is just one of the factors impacting the web analytics industry. Hence, to assess the impact of data related privacy issues on web analytics for social media, you need to drill down for insights in the following manner:

Drill Down Level 1: Analytics, Market Structure and Client Trends
1> State of the Art in Analytics.
2> Client Requirements.
3> Market Structure.

Drill Down level 2: Client Needs and Impact of Data
Insights from areas 1, 2 and 3 above will help you create a picture of:
1> Industry Objectives: Met and Unmet
These are objectives that the web analytics industry can currently help its clients meet. E.g. What metrics can be measured, and how do they translate into impact for the client?

2> Data Access and Usage: Reality, Needs, Gaps
This is role data currently plays, and can play, in the industry. E.g. What data, out of the available data sources, is currently utilized, how is it utilized, and how can it be utilized?

Drill Down Level 3: Data Privacy Constraints
Once we have this level of analysis, we can gain an insight into the impact of current privacy constraints on the industry. Importantly, we also can overlay various combinations of data privacy constraints to get an insight into the role data privacy can play in the industry.

Drill Down Level 1: Below are some questions that help us get insights:
1. State of the Analytics Art: What is the level of skill and tool maturity of social media companies in terms of tracking social networks, and allowing ad targeting around them? Some additional evaluative questions can be found at my previous post below:
http://randomjunkyramblings.blogspot.com/2009/08/ads-applying-web-analytics-tools.html

2. Comparing Traditional and Social Media Analytics:
An alternative to consumer targeting via social network analysis is targeting via demographic and psychographic analysis. Here companies like Nielsen have developed a set of consumer personality profiles. Are social media sites developing such profiles?

3. Third Party Analytics:
How do third party analytics compare with the State of the Analytics Art? Specifically, (in terms of providing social network access to third party providers for analytics) are social media companies taking an API and metrics sharing or a raw data sharing approach? This impacts the competitive environment in the analytics industry.

4. Client Needs:
What are clients doing in the web and social media space? What are the client objectives in this space? Are they looking at demand generation or demand fulfilment? What would they like to/ need to measure?

5. Market Structure (and Opportunity!): Who are the major players? Is the market fragmented? Are there alliances in this market? How strong are service provider- client relationships? Do analysis, metrics, or data clearinghouses exist?

The opportunity!: Is there a market for "clearinghouses" for analytics that would provide media buyers access to social media consumer data across platforms? In reality, a "clearinghouse" is not easy to achieve- E.g. In the brick-and-mortar retail world, Walmart does not share its scanner data.

The Background
How did I arrive at this post? My last couple of posts have been pointing toward looking at Data, Analytics and Social Networks through the privacy lens:
1. Data, Privacy and Customized Brand Metrics:
http://randomjunkyramblings.blogspot.com/2009/08/sustaining-brand-conversation-behavior.html
How do you deal with a profusion of metrics which often have an unclear context? We need metrics with clear semantics. Some of these metrics may be custom created for a specific brand, consumer profile, activity and social media context.
Future Shock
While generic, industry standard metrics are important, there is a huge *future* potential for metrics customized to the brand. These will hinge on the data collection capabilities of social media platforms, and their ability to share it in a cheap, safe, anonymized manner with third parties for further analysis. Additional factors that come into play- quality of data, privacy concerns and analytics capabilities.

2. Data, Privacy and Web Analytics Tools:
http://randomjunkyramblings.blogspot.com/2009/08/ads-applying-web-analytics-tools.html
3. Can you utilize the social network based targeting tools in conjunction with non social network based predictive analysis tools to minimize errors or optimize marketing spend?
Don't Forget Data: The Root of All Analytics
While it is easy to get lost in the tools and their trade-offs, don't forget the data. Your data- what attributes are available, access, usability and quality- may dictate the choice of tools.

What do you think?


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Tuesday, March 18, 2008

The Thought Provoking Case of The Consumer Electronics Company

This case focuses highlighting, in sharp relief, how strategy and analytics, as tools to lay the groundwork for all that follows, can help in execution. For the tool savvy, I expect lightbulbs for strategy and analytics to flash every time we trigger a tripwire within the case.

The real skill here is in identifying all the tripwires you can trigger in a structured manner. i.e. Analytics backed solutions you can generate, and then rank them by impact.

Your inputs are welcome- have fun!

The usual case/ problem solving approach is top down:
Strategy-> Marketing-> Sales-> After Sales-> Customer Support
Here’s a case that will help you think recursively through this process!
The approach to this post is: Case -> (followed by) Key 1: Points to Discuss-> Key 2: Structure.

Note: This case is a Work in Progress. The keys will be published separately.

Case 1
The Thought Provoking Case of The Consumer Electronics Company

You have a $450 CyberSleek AB1 camera from The Consumer Electronics Company- their first CyberSleek, released in 2002. It has served you well over the years. You moved recently and lost the little USB cord that connects the camera to your laptop.

You search for the cord at the website in vain, and finally call The Consumer Electronics Company's support number to request a USB cord for your camera. Over a 45+ minute call, the customer support person creates your profile on the The Consumer Electronics Company website, keeps you on hold while searching for the correct USB cord, and finally gets you free shipping for the $20 cord as per the promotion run at that point of time.

Unfortunately, when you receive the package, you find that you were shipped the wrong make of the USB cord.

Thinking that customer support may not have the right tools to help you, you look to give the website another try. You go back to the site, struggle for over and hour and finally find your cord this time by eliminating, as an option, the one you were mistakenly sent. You order the new cord and have to pay shipping charges this time around for a total of $30 in charges.

You call back to claim a refund because customer service shipped the wrong cord to you, and are asked to ship the first cord back, at your own expense, to claim a refund. You have already been charged for the new cord you bought from the website. Requesting customer support to check these details does not help your case.

Shipping the first cord back, where you pay the $20 charges for the customer service mistake, does not make sense to you. You have spent enough time on this task already. The cord is useless with you anyway. Finally you relent. You request that atleast the shipping charges be borne by The Consumer Electronics Company. If you thought that should be easy- the customer support person will now have to contact another department to ensure you don't pay shipping charges.

You receive a standardized email about this conversation with customer support which miscategorizes the request and are requested to call another number.

When you call the next number, you have to explain the situation from scratch. You are now beginning to get frustrated. You want to talk to a supervisor regarding the quality of support you have received. You are put on hold and the call drops.

You call back the next day, and explain the process from scratch. You are finally advised that The Consumer Electronics Company will pay the charges for shipping back the incorrect cord sent to you. You demand to speak with someone who can take some action to alleviate the misery of going through this process. You believe you should also be refunded the shipping charges for the cord you bought yourself, because, it was, after all, customer support’s fault that you lost out on the promotion.

You are transferred to customer relations, where you explain the situation from scratch. Again. You mention that any customer who goes through this process will talk, even blog about it, and create a lot of negative publicity for the firm. Customer relations responds that they can do nothing more that pay the shipping charges for receiving the incorrect cord.

You are transferred back to customer support, where someone commiserates. You mention that you want action not commiseration. The whole process so far does not make sense from your point of view. Customer support agrees.

You go to FedEx and ship the cord incorrectly sent to you. Shipping is free. You receive the new cord for $30. $20 is credited to your account in a few days.

You are left wondering that you are a consumer of a $450 product and The Consumer Electronics Company put you through a lot of hassle for a $20 accessory.

The process seems un-American and un-East Asian to you. What are the things you would like this company do, in its own interest?


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