Software has provided a mass of statistics about online poker, one of the world's biggest draws, and could help pinpoint problem gamblersWhen 4 million people worldwide checked into some of the world's most popular poker websites and played an estimated billion hands, software was watching.The results reveal patterns in play that could help inform how poker is regulated and uncover a wealth of information about one of the internet's most popular pastimes. "It's a data gold mine," says economist Ingo Fiedler at the University of Hamburg in Germany. "It is interesting for regulators, academics and also for the treatment of problem gamblers."Fiedler gathered his data on the 4 million players between September 2009 and March 2010. To do so, he turned to the poker-market spectator Pokerscout.com. Its software logged the locations of players, game outcomes, the date and time, and the commission paid to the operator by people playing on the two biggest sites worldwide at the time - Pokerstars and Full Tilt Poker (the latter has recently been shut down amid allegations of financial irregularities) - as well as smaller operators, Everest Poker, IPN Poker and Cake Poker.Altogether, that amounted to 4.6 million different online-poker "identities" worldwide, which Fiedler reckons equates to about 3.9 million different players; some players play under different screen names on several different poker sites. As those websites accounted for about two-thirds of the market at the time, he used the data to extrapolate a figure for the total number of people playing online poker worldwide: 6 million. Click here to see the geographic spread of poker players and current legal status.But this information, which first appeared in a book co-authored by Fiedler and released earlier this year in German called The Market for Online Poker: Player origins and gambling habits, also reveals patterns in play, painting a picture of a few dominant players who play a huge amount, and a majority who barely play at all. Fifty per cent of people played for less than 5 hours in a period of six months, while 6 per cent played for more than 100 hours. "Very few people account for a lot of the playing volume," says Fiedler.Although he did not capture the amount of money exchanged between players, Fiedler can still get some idea of how much money is changing hands. He recorded the average rake - the amount of money paid to the poker site by a player - per hour (Click here to see amount paid by players to online poker sites). Generally, the higher the stakes being played for, the higher the rake.Fiedler says the next challenge is teasing apart which of the people who play intensively are pathological gamblers as opposed to professionals - perhaps by finding ways to use the data to measure their gambling patterns. Impulsive betting, for example, is one way to tell a problem gambler from a professional.Kahlil Philander, who studies gambling policy at the University of Nevada in Las Vegas says that this could help further our understanding of gaming behaviour. "Online poker is a relatively benign activity for 95 to 99 per cent of its users, but is very intense for a handful of professionals and potential pathological gamblers," he says. "Further distinguishing between those two groups is the next challenge for player-analytics software, to help determine which players may be at-risk gamblers."
10/09/2011
Data gold mine lifts veil on world of online poker
Data gold mine lifts veil on world of online poker
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)
Software has provided a mass of statistics about online poker, one of the world's biggest draws, and could help pinpoint problem gamblersWhen 4 million people worldwide checked into some of the world's most popular poker websites and played an estimated billion hands, software was watching.The results reveal patterns in play that could help inform how poker is regulated and uncover a wealth of information about one of the internet's most popular pastimes. "It's a data gold mine," says economist Ingo Fiedler at the University of Hamburg in Germany. "It is interesting for regulators, academics and also for the treatment of problem gamblers."Fiedler gathered his data on the 4 million players between September 2009 and March 2010. To do so, he turned to the poker-market spectator Pokerscout.com. Its software logged the locations of players, game outcomes, the date and time, and the commission paid to the operator by people playing on the two biggest sites worldwide at the time - Pokerstars and Full Tilt Poker (the latter has recently been shut down amid allegations of financial irregularities) - as well as smaller operators, Everest Poker, IPN Poker and Cake Poker.Altogether, that amounted to 4.6 million different online-poker "identities" worldwide, which Fiedler reckons equates to about 3.9 million different players; some players play under different screen names on several different poker sites. As those websites accounted for about two-thirds of the market at the time, he used the data to extrapolate a figure for the total number of people playing online poker worldwide: 6 million. Click here to see the geographic spread of poker players and current legal status.But this information, which first appeared in a book co-authored by Fiedler and released earlier this year in German called The Market for Online Poker: Player origins and gambling habits, also reveals patterns in play, painting a picture of a few dominant players who play a huge amount, and a majority who barely play at all. Fifty per cent of people played for less than 5 hours in a period of six months, while 6 per cent played for more than 100 hours. "Very few people account for a lot of the playing volume," says Fiedler.Although he did not capture the amount of money exchanged between players, Fiedler can still get some idea of how much money is changing hands. He recorded the average rake - the amount of money paid to the poker site by a player - per hour (Click here to see amount paid by players to online poker sites). Generally, the higher the stakes being played for, the higher the rake.Fiedler says the next challenge is teasing apart which of the people who play intensively are pathological gamblers as opposed to professionals - perhaps by finding ways to use the data to measure their gambling patterns. Impulsive betting, for example, is one way to tell a problem gambler from a professional.Kahlil Philander, who studies gambling policy at the University of Nevada in Las Vegas says that this could help further our understanding of gaming behaviour. "Online poker is a relatively benign activity for 95 to 99 per cent of its users, but is very intense for a handful of professionals and potential pathological gamblers," he says. "Further distinguishing between those two groups is the next challenge for player-analytics software, to help determine which players may be at-risk gamblers."
Software has provided a mass of statistics about online poker, one of the world's biggest draws, and could help pinpoint problem gamblersWhen 4 million people worldwide checked into some of the world's most popular poker websites and played an estimated billion hands, software was watching.The results reveal patterns in play that could help inform how poker is regulated and uncover a wealth of information about one of the internet's most popular pastimes. "It's a data gold mine," says economist Ingo Fiedler at the University of Hamburg in Germany. "It is interesting for regulators, academics and also for the treatment of problem gamblers."Fiedler gathered his data on the 4 million players between September 2009 and March 2010. To do so, he turned to the poker-market spectator Pokerscout.com. Its software logged the locations of players, game outcomes, the date and time, and the commission paid to the operator by people playing on the two biggest sites worldwide at the time - Pokerstars and Full Tilt Poker (the latter has recently been shut down amid allegations of financial irregularities) - as well as smaller operators, Everest Poker, IPN Poker and Cake Poker.Altogether, that amounted to 4.6 million different online-poker "identities" worldwide, which Fiedler reckons equates to about 3.9 million different players; some players play under different screen names on several different poker sites. As those websites accounted for about two-thirds of the market at the time, he used the data to extrapolate a figure for the total number of people playing online poker worldwide: 6 million. Click here to see the geographic spread of poker players and current legal status.But this information, which first appeared in a book co-authored by Fiedler and released earlier this year in German called The Market for Online Poker: Player origins and gambling habits, also reveals patterns in play, painting a picture of a few dominant players who play a huge amount, and a majority who barely play at all. Fifty per cent of people played for less than 5 hours in a period of six months, while 6 per cent played for more than 100 hours. "Very few people account for a lot of the playing volume," says Fiedler.Although he did not capture the amount of money exchanged between players, Fiedler can still get some idea of how much money is changing hands. He recorded the average rake - the amount of money paid to the poker site by a player - per hour (Click here to see amount paid by players to online poker sites). Generally, the higher the stakes being played for, the higher the rake.Fiedler says the next challenge is teasing apart which of the people who play intensively are pathological gamblers as opposed to professionals - perhaps by finding ways to use the data to measure their gambling patterns. Impulsive betting, for example, is one way to tell a problem gambler from a professional.Kahlil Philander, who studies gambling policy at the University of Nevada in Las Vegas says that this could help further our understanding of gaming behaviour. "Online poker is a relatively benign activity for 95 to 99 per cent of its users, but is very intense for a handful of professionals and potential pathological gamblers," he says. "Further distinguishing between those two groups is the next challenge for player-analytics software, to help determine which players may be at-risk gamblers."
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