Tag: Campaigns
Analytics
Click here for a link to a presentation I did about analytics. Preview Below.

Analytics and the Global Political Environment
In the global political environment a holistic view is needed.
The standard for message delivery is high in the modern media environments. It’s vital to create communications that people identify and empathize with. The threshold to get attention, and to get people to retain your information, is even higher. Politics now competes with Pepsi, Nike and Apple. No one will take time to care about your views or propositions. Firms must be proactive in both controlling and framing language, as well as marginalizing their communication and political strategy for efficiency.
The problem: There are many variables to consider when developing productive communication and political strategies. Further, basing decisions on just educated guessing, even for the most highly skilled and experienced professional, does not meet the standards of modern business practices, which use analytics to make decisions.
The Solution: Online media provides an immense amount of information which can be monitored. The data can be used to track political and policy instances qualitatively, as well as forecast.
To do this, we must synthesize research in cognitive linguistics and Natural Language Processing (NLP). In the last few years these technologies have evolved to the point where pragmatics can be quantified accurately. And further, because of the amount of data an average person creates in a day, we have and endless amount of information to drill down into for examining political and cultural phenomenon.
I’m currently looking at the French elections. There will be more on that and this in a bit.
Active Communications
The idea of “Active Communications” is based heavily on media monitoring listening data AND proper framing, which is a bit of an art (unless you have first class AI/NPL skills) . To work efficiently, a multi-channel infrastructure that allows for real-time content is paramount.
Important concepts to take away:
- Timing and message coherency, to create a critical mass.
- Trust the data for real time decision making.
- Location based targeting with Fundamental,Technical and Sentiment analysis, per channel/medium.
Perhaps the biggest aspect is willingness to abandon prior methods after the data is received. You might be more comfortable with Twitter or another channel, but for the specific campaign it could be a waste of time. Don’t fight up stream.
NLP: Value Greater than just Positive and Negative Sentiment.
Positive (P) and negative (N) sentiment are just transmitting two results based on many other variables. This in itself contains little knowledge. For creating strategy, it can only bench mark after the fact.
Inherently the use of data is to make better decisions for the future. Production is expensive and time consuming. So is deductive reasoning. The main goals should be to move away from adjusting to the end reaction and migrate to a predictive model. Look at the context in higher resolution i.e. control for variables which lead to PN sentiment.
Here are some suggestions
- Time of day
- Medium (Twitter,Facebook ,Blogs, Mainstream news)
- Comments PN sentiment
- New dissemination to comment count (time, PN)
If you are advanced, use NLP tools that allow for custom taxonomies – within the NLP, to create rules on varibels like types of framing. On a medium level this is very good at prediction, but more on that later.
Ciao
EU Political On-line Trend Graph From the 2011 Summer
Heuristics, Algorithms and Communications: Quick Thoughts
Thanks to social networks we have the largest focus group in history. Analysts can see what people are using to explain how they feel and think – during specific situations or events. This can also tell how people interact within context of syntax or an instances. Very powerful and cheap information in contrast to polling or focus groups.
There are patterns/norms with how people engage on each medium. In addition to what type of syntax they use to convey a certain type of thought. This is all programmed in the mind for the most part. Linguist like Lakoff and Chomsky suggest that brains are hard wired to favor certain patterns that convey meaning. This plays out accurately on-line consistently.
Just a random Sunday thought…Now looking forward to watching the NFL playoffs.


