Skip to main content

Sentiment Analysis, Big Data, and Policy

Most of my work so far has been in qualitative methodologies, but as I progress through my Web Analytics course, I find that Big Data sparks my interest like RCTs and other quantitative methodologies never have. I am also focusing on Social Media and learning in a research project that I am a part of and plan to engage with it in my dissertation from a policy standpoint. 

As I read the Batrinca & Treleaven (2015) article for my web analytics class, I started to wonder how text analytics and sentiment analysis might be used to gather more information regarding how people felt and talked about policy. Twitter and other platforms are all used to discuss policies and programs that have passed, what outcomes they have produced, and people’s feelings about all those aspects. I wonder how Big Data might be used to provide more background and be used to make decisions regarding policy and amendments to those policies and if there is a way to use the processes to collect qualitative data as well. Is it possible to locate what was said by those that felt alienated from a policy for example, and use this qualitatively to aid in evaluation, decision making, and future planning?  

Batrinca B., & Treleaven, P. C. (2015). Social media analytics: A survey of techniques, tools and platforms. AI & Society, 30, 89-116. doi: 10.1007/s00146-014-0549-4 

Comments

Popular posts from this blog

The Culture of Connectivity - Jose Van Dijck - Chapter 4

Chapter 5 focuses on Twitter. Originally the creators of Twitter were striving to create a utility. A piece of information infrastructure that was an everyday and unnoticeable part of our lives, like electricity or phones. Van Dijck says that this created a paradox in that is "presumes Twitter to be a neutral platform upon which users freely interact, much like the Web itself...indifferent to the contents they exchange" but that "the streams of data are engineered to promote certain uses and users over time" (p.69). Van Dijck says this paradox of "enabling connectedness while engineering connectivity" and "propagating neutrality while securing profitability" show up in every aspect of the platform. This is kind of a trend in all social media platforms as the start out about the user, but need to pay the bills... The Twitter platform has has some pivotal contributions to the culture of connectivity (culture influence tech while tech influences cul...

The Culture of Connectivity - Jose Van Dijck - Chapter 2

In chapter 2, van Dijck gets a little more technical. He presents definitions for various aspects of the social media construction.  Technologies included: data, metadata, algorithm, protocols, interfaces, and defaults He broke down the concepts of users and usage: " Implicit participation is the usage inscribed in the engineer's design by means of the coding mechanisms" (p.33).  " Explicit use refers to how real or actual users interact with social media" (p.33). He discuses content (text, music, or videos) and how these display the opinions of the users, the things they are interested in or want, and other social trends and consumer practices.  He describes ownership of the social media site, governance (mechanisms, communication and data traffic management), and business models and intentions of the site and how these 3 things work with the previous 3 things (content, user agency, and content) to create online sociality. Ultimately the focus of this chapter...

The Big Sleep - Book Suggestion

Reading has always been a bit of an escape for me. As long as I can remember, I've been obsessed with fiction and the ability to get away from my present and go pretty much anywhere. Even as I am pursuing my Phd, I find that I am constantly buying (odd for someone with a Library degree) the next novel that I want to read. I almost always have a novel on me, I think I really picked the habit up when I moved to New York and realized there is so much time to read throughout the day that you might miss. Taking the train, waiting rooms, random periods when you are in between tasks, etc. So since then, I find that I get through more novels that expected, even though I'm in a period of study that requires a lot of reading. I've been on a bit of a noir kick. I love the old movies and I've discovered that some of my favorites are based on novels and that the author has written many more. I've always loved The Big Sleep with Humphrey Bogart and Lauren Bacall and found out tha...