Dr. Rado Kotorov is chief innovation officer at Information Builders, and is responsible for emerging reporting, analytic and visualization technologies. He has developed analytic models and applications for the pharmaceutical, retail, CPG, financial and automotive industries.
You’ve likely been experiencing a deluge of online information coming at you in recent years — an overwhelming number of status updates, e-mails, tagged images and so forth. You’ve probably also seen, and potentially been alarmed by, the growing accuracy of targeted advertisements — “People You May Know,” and other “offers” online.
As the quantity of irrelevant information has exploded online, so too has the market for the delivery of targeted offers and information. Social networks, in theory and in practice, expose many people to contact and influence. Without precise models, people will continue to be bombarded with ineffective offers and other irrelevant information. Predictive analytics, a branch of data mining concerned with predicting future probabilities and trends, applies a filter to users’ online interactions with the aim of delivering more value from a sea of irrelevance.
With increased value comes the potential for social networks to make money as well. Here’s a look at some specific ways in which predictive analytics will make social networks money.
Recruiting
Many recruiting sites out there on the web, from LinkedIn to SelectMinds to Monster, promise to be able to match candidates with job requirements in unique and increasingly accurate ways. Predictive analytics is at the core of their business model, as it automates the process of making these matches.
When a recruiter posts a job description, a predictive algorithm runs through candidates and calculates compatibility. The technology is, in many cases, embedded in search applications. The most accurate and efficient of these analytics will deliver the most value and see the greatest adoption over time. Those recruiting and talent acquisition sites that allow businesses to leverage the existing social networks of their current and former employees are the best positioned to monetize their users’ employment data in new ways. Businesses can get value from these existing networks without the time and resource commitment it takes to build their own.
Sentiment Analysis
As sites like Twitter and Facebook gain value to the business world, many companies have cropped up to analyze and establish what the sentiment is of the collective online intelligence and also to identify individuals with influence and authority. Companies including Klout, ViralHeat and Radian6 all scan blogs and other social media channels with predictive models to determine if the content surrounding a brand or person is negative, positive or neutral. As this information becomes increasingly valuable to businesses of all sizes, these sentiment analysis companies are expected to grow rapidly.
Market Fluctuation
Social media channels are open to everyone. Day traders, retail investors and analysts are cruising around on Twitter and Facebook. What these types of people say and do online is not insignificant in an era when [Flash Crashes and Fat Fingers] are being closely scrutinized and regulated. New models are cropping up to predict stock fluctuations based on Twitter posts. Similar to sentiment analysis, these companies are able to look at the total number of tweets, as well as positive and negative comments to predict whether a stock price will go up or down. These types of companies will become a hot commodity as investors begin to rely on the wisdom of crowds.
Recommendation Engines
No one likes to be bombarded with irrelevant offers and content while using their favorite social network. But the more active you are online, the more effectively predictive analytics can work to deliver targeted and relevant offers.
Sometimes it feels like Facebook knows you better than you know yourself. RSVPed “Yes” to that big gala? You may see a discount offer for Saks. [Are you a woman between the ages of 18 and 34? A Facebook ad may tell you how you can lose those extra inches around your waist.] These offers are no longer random and are therefore increasingly effective. Leveraging the existing data from your previous activity to predict what will happen in the future is becoming, rightly, more prevalent and valuable to social networks that can sell this promise to businesses and intermediaries.
Location-Based Marketing
Do you walk down the same street at dinner time every day? Wish restaurants on that street would compete in real-time for your business?
As social networks add in more location-aware features like Facebook Places and whole new businesses are built on the promise of geo-location including SCVNGR and ShopKick, predictive analytics deliver insights into where groups and individuals will be and when, not to mention what their interests may be. For businesses, there is big money to be spent on location-based advertising in the coming years. As a result, social networks can run their existing location data through predictive models to provide companies with future insights into where to allocate their marketing and advertising budgets for the biggest returns.
More Business Resources from Mashable:
- How Companies Can Use Sentiment Analysis to Improve Their Business
/> - HOW TO: Earn Some Inexpensive Online Exposure for Your Small Business
/> - HOW TO: Accept Credit Card Payments on Mobile Devices
/> - 6 Tips on Starting a Digital Business from the Founder of Pandora
/> - 5 Big Social Media Questions from Small Business Owners
Images courtesy of iStockphoto, Nikada, AUDINDesign
For more Business coverage:
- class="f-el">class="cov-twit">Follow Mashable Businessclass="s-el">class="cov-rss">Subscribe to the Business channelclass="f-el">class="cov-fb">Become a Fan on Facebookclass="s-el">class="cov-apple">Download our free apps for iPhone and iPad
“The long-simmering feud between Democrats and the U.S. Chamber of Commerce has erupted into a full-scale war…
“‘Just this week, we learned that one of the largest groups paying for these ads regularly takes in money from foreign corporations,’ Obama said at a Thursday rally for Maryland Gov. Martin O’Malley. ‘So groups that receive foreign money are spending huge sums to influence American elections, and they won’t tell you where the money for their ads comes from.’
“R. Bruce Josten, the chamber’s executive vice president for government affairs, said in an interview Friday that the group ‘has never and will never’ use dues collected from overseas business councils, known as ‘AmChams,’ for U.S. political activities. He said the chamber is the victim of ‘a smear campaign’ orchestrated with the involvement of the White House.
“‘This is an outlandish act of desperation from people who are not able to run on their record,’ Josten said. ‘They have stooped to smear campaigns.’”
***
“But a closer examination shows that there is little evidence that what the chamber does in collecting overseas dues is improper or even unusual, according to both liberal and conservative election-law lawyers and campaign finance documents…
“Organizations from both ends of the political spectrum, from liberal ones like the A.F.L.-C.I.O. and the Sierra Club to conservative groups like the National Rifle Association, have international affiliations and get money from foreign entities while at the same time pushing political causes in the United States.
“In addition, more than 160 political action committees active in campaigning have been set up by corporations that are based overseas, including military contractors like B.A.E. Systems and pharmaceutical giants like GlaxoSmithKline, according to data from the Center for Responsive Politics, a nonpartisan research service…
“Richard L. Hasen, an election-law specialist at Loyola Law School in Los Angeles, said there were legitimate questions about whether foreign money could be making its way into campaigns, particularly because many groups are not required to disclose their donors. But he added, ‘I’ve seen no proof of the chamber funneling a penny of foreign money into U.S. elections.’”
***
“Obama’s ‘foreign money’ claims are bogus. They’re also pretty rich, considering how his 2008 campaign handled foreign credit cards. From that National Journal story: ‘The lack of a computerized address-verification system would allow the Obama campaign’s computers to accept online donations from U.S. citizens above legal limits, and to accept donations from foreigners who are barred by law from contributing at all.’ Perhaps its time to remind people of that issue again. Oh, wait, I just did!”
***
Fox <b>News</b> Gives Juan Williams $2 Million Contract | 89.3 KPCC
NPR has been sharply criticized for terminating the contract of news analyst Juan Williams for remarks he made about Muslims. Williams appeared on Fox's "The O'Reilly Factor" Thursday night to respond to NPR's decision.
autosport.com - F1 <b>News</b>: Tweaks to be made to Korean track
Korean Grand Prix organisers are making minor modifications to the new Formula 1 track on Friday night following complaints from drivers about potential trouble spots on the new Yeongam circuit.
BillBoard - Blogs - The Buffalo <b>News</b>
The Buffalo News updated every day with news from Buffalo, New York. Links to national and business news, entertainment listings, recipes, sports teams, classified ads, death notices.
eric seiger eric seiger
Dr. Rado Kotorov is chief innovation officer at Information Builders, and is responsible for emerging reporting, analytic and visualization technologies. He has developed analytic models and applications for the pharmaceutical, retail, CPG, financial and automotive industries.
You’ve likely been experiencing a deluge of online information coming at you in recent years — an overwhelming number of status updates, e-mails, tagged images and so forth. You’ve probably also seen, and potentially been alarmed by, the growing accuracy of targeted advertisements — “People You May Know,” and other “offers” online.
As the quantity of irrelevant information has exploded online, so too has the market for the delivery of targeted offers and information. Social networks, in theory and in practice, expose many people to contact and influence. Without precise models, people will continue to be bombarded with ineffective offers and other irrelevant information. Predictive analytics, a branch of data mining concerned with predicting future probabilities and trends, applies a filter to users’ online interactions with the aim of delivering more value from a sea of irrelevance.
With increased value comes the potential for social networks to make money as well. Here’s a look at some specific ways in which predictive analytics will make social networks money.
Recruiting
Many recruiting sites out there on the web, from LinkedIn to SelectMinds to Monster, promise to be able to match candidates with job requirements in unique and increasingly accurate ways. Predictive analytics is at the core of their business model, as it automates the process of making these matches.
When a recruiter posts a job description, a predictive algorithm runs through candidates and calculates compatibility. The technology is, in many cases, embedded in search applications. The most accurate and efficient of these analytics will deliver the most value and see the greatest adoption over time. Those recruiting and talent acquisition sites that allow businesses to leverage the existing social networks of their current and former employees are the best positioned to monetize their users’ employment data in new ways. Businesses can get value from these existing networks without the time and resource commitment it takes to build their own.
Sentiment Analysis
As sites like Twitter and Facebook gain value to the business world, many companies have cropped up to analyze and establish what the sentiment is of the collective online intelligence and also to identify individuals with influence and authority. Companies including Klout, ViralHeat and Radian6 all scan blogs and other social media channels with predictive models to determine if the content surrounding a brand or person is negative, positive or neutral. As this information becomes increasingly valuable to businesses of all sizes, these sentiment analysis companies are expected to grow rapidly.
Market Fluctuation
Social media channels are open to everyone. Day traders, retail investors and analysts are cruising around on Twitter and Facebook. What these types of people say and do online is not insignificant in an era when [Flash Crashes and Fat Fingers] are being closely scrutinized and regulated. New models are cropping up to predict stock fluctuations based on Twitter posts. Similar to sentiment analysis, these companies are able to look at the total number of tweets, as well as positive and negative comments to predict whether a stock price will go up or down. These types of companies will become a hot commodity as investors begin to rely on the wisdom of crowds.
Recommendation Engines
No one likes to be bombarded with irrelevant offers and content while using their favorite social network. But the more active you are online, the more effectively predictive analytics can work to deliver targeted and relevant offers.
Sometimes it feels like Facebook knows you better than you know yourself. RSVPed “Yes” to that big gala? You may see a discount offer for Saks. [Are you a woman between the ages of 18 and 34? A Facebook ad may tell you how you can lose those extra inches around your waist.] These offers are no longer random and are therefore increasingly effective. Leveraging the existing data from your previous activity to predict what will happen in the future is becoming, rightly, more prevalent and valuable to social networks that can sell this promise to businesses and intermediaries.
Location-Based Marketing
Do you walk down the same street at dinner time every day? Wish restaurants on that street would compete in real-time for your business?
As social networks add in more location-aware features like Facebook Places and whole new businesses are built on the promise of geo-location including SCVNGR and ShopKick, predictive analytics deliver insights into where groups and individuals will be and when, not to mention what their interests may be. For businesses, there is big money to be spent on location-based advertising in the coming years. As a result, social networks can run their existing location data through predictive models to provide companies with future insights into where to allocate their marketing and advertising budgets for the biggest returns.
More Business Resources from Mashable:
- How Companies Can Use Sentiment Analysis to Improve Their Business
/> - HOW TO: Earn Some Inexpensive Online Exposure for Your Small Business
/> - HOW TO: Accept Credit Card Payments on Mobile Devices
/> - 6 Tips on Starting a Digital Business from the Founder of Pandora
/> - 5 Big Social Media Questions from Small Business Owners
Images courtesy of iStockphoto, Nikada, AUDINDesign
For more Business coverage:
- class="f-el">class="cov-twit">Follow Mashable Businessclass="s-el">class="cov-rss">Subscribe to the Business channelclass="f-el">class="cov-fb">Become a Fan on Facebookclass="s-el">class="cov-apple">Download our free apps for iPhone and iPad
“The long-simmering feud between Democrats and the U.S. Chamber of Commerce has erupted into a full-scale war…
“‘Just this week, we learned that one of the largest groups paying for these ads regularly takes in money from foreign corporations,’ Obama said at a Thursday rally for Maryland Gov. Martin O’Malley. ‘So groups that receive foreign money are spending huge sums to influence American elections, and they won’t tell you where the money for their ads comes from.’
“R. Bruce Josten, the chamber’s executive vice president for government affairs, said in an interview Friday that the group ‘has never and will never’ use dues collected from overseas business councils, known as ‘AmChams,’ for U.S. political activities. He said the chamber is the victim of ‘a smear campaign’ orchestrated with the involvement of the White House.
“‘This is an outlandish act of desperation from people who are not able to run on their record,’ Josten said. ‘They have stooped to smear campaigns.’”
***
“But a closer examination shows that there is little evidence that what the chamber does in collecting overseas dues is improper or even unusual, according to both liberal and conservative election-law lawyers and campaign finance documents…
“Organizations from both ends of the political spectrum, from liberal ones like the A.F.L.-C.I.O. and the Sierra Club to conservative groups like the National Rifle Association, have international affiliations and get money from foreign entities while at the same time pushing political causes in the United States.
“In addition, more than 160 political action committees active in campaigning have been set up by corporations that are based overseas, including military contractors like B.A.E. Systems and pharmaceutical giants like GlaxoSmithKline, according to data from the Center for Responsive Politics, a nonpartisan research service…
“Richard L. Hasen, an election-law specialist at Loyola Law School in Los Angeles, said there were legitimate questions about whether foreign money could be making its way into campaigns, particularly because many groups are not required to disclose their donors. But he added, ‘I’ve seen no proof of the chamber funneling a penny of foreign money into U.S. elections.’”
***
“Obama’s ‘foreign money’ claims are bogus. They’re also pretty rich, considering how his 2008 campaign handled foreign credit cards. From that National Journal story: ‘The lack of a computerized address-verification system would allow the Obama campaign’s computers to accept online donations from U.S. citizens above legal limits, and to accept donations from foreigners who are barred by law from contributing at all.’ Perhaps its time to remind people of that issue again. Oh, wait, I just did!”
***
Fox <b>News</b> Gives Juan Williams $2 Million Contract | 89.3 KPCC
NPR has been sharply criticized for terminating the contract of news analyst Juan Williams for remarks he made about Muslims. Williams appeared on Fox's "The O'Reilly Factor" Thursday night to respond to NPR's decision.
autosport.com - F1 <b>News</b>: Tweaks to be made to Korean track
Korean Grand Prix organisers are making minor modifications to the new Formula 1 track on Friday night following complaints from drivers about potential trouble spots on the new Yeongam circuit.
BillBoard - Blogs - The Buffalo <b>News</b>
The Buffalo News updated every day with news from Buffalo, New York. Links to national and business news, entertainment listings, recipes, sports teams, classified ads, death notices.
eric seiger eric seiger
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