When we started buzzom, the first thing that we approached was the Profile Analytics. It was the key function which allowed us to analyze any Twitter profile and calculate their relevance to the users.
The importance of profile analysis is gaining a lot of attention due to the leverage Twitter gives to every individual. Everyone in Twitter has their own brand value and everyone in Twitter has their own influence range.
But in this saturated market of analytics, what does it take to make the perfect score and to measure the brand value of a single profile with accuracy. We have been thinking about it a lot and have invested ample amount of time going through the data and observing the emerging trends in Twitter.
Does measuring profile be of any value to business?

Source : informing-arts
Really. How can a profile score help you may good decision. In fact how can we be so sure that a score can reveal everything about the profile?
But the key point is not the score but the requirement of businesses or marketers which gives such scores some value. In a business, you are continuously monitoring your social media channels and its impact on your traffic or sales.
Social media monitoring is very similar to your web analytics. In web analytics you are looking at traffic details and their referrals. In social media, you are looking at the growth of your followers and watching the impact of you tweets through ReTweet count and so on.
Based on these analysis, you make your social media strategies and control your activities in Twitter or other social media platform. Hence, understanding the profile of your network and your selves, you can understand a lot on how you could run your social media campaigns.
What are the best attributes to monitor while judging Profile?
First of all, there are basically two kinds of profile analysis - quantitative and qualitative. In quantitative, you look at followers count, followings count, Tweet count, ReTweet Count and so on. In qualitative analysis you look at the contents being shared, their sources, their category and so on.

Source : umich.edu
But let me give you few key indicators that you immediately notice when you open some one’s profile.
1. Name
2. Bio
3. Followers and Followings
4. Tweet Volume and Activity
What does this say about the profile? Though the list is quite small, it reveals a lot about the profile. In addition to these key numerical details, you cannot ignore the quality of contents being shared by the profile.
Spam and fraud profiles can be detected easily within few seconds of observation. But in order to find the real influence of the profile, you need to go one level deep into the tweets and their tweet stream.
If you find a profile with high mentions then they probably have high influence. But that is not enough, the characteristics of people who mention is also very important because they give weight to the profile. For example, getting mentioned by automated profile is not a very value addition to your profile. But getting mentioned by real people is a lot more valuable.
I will list down some of the major scores which will help you define profiles in Twitter with a lot of quality. These are some of the plans for new Buzzom Score which is under research.
Network Analysis
Reach : Number of Followers, Number of List and their followers.
Mutuality : Number of following and followers. (Ratio of Following and Followers)
Reach is a fundamental quantity that determines the growth of the campaign. The more people the cause or the product gets received by, higher the visibility of the service. But these reach has to be classified as real people and not automated profiles. Though automated profiles (bot) has their own advantages, having more human in your network makes all the difference.

Source: atomthought
Social Actions Analysis
Affinity : Number of people the profile has mentioned and the number of unique people who have mentioned profile. (excluding RTs)
Generosity : Number of RTs done by the profile.
Recency : Number of Tweets in last 7 weeks.
After the reach, it is ...