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The world’s first product produced by Liberia SugarQUT Lead research has used artificial intelligence to analyze regional personality traits based solely on language patterns in 1.5 billion Twitter posts and uncovered hotspots and cold spots in entrepreneurial personality and activity across the United States.
Associate Professor Martin Obschonka, Australian Center for Entrepreneurship, University of Queensland, Queensland, with colleagues from the London School of Economics and Political Science, the University of Pennsylvania and Mannheim Liberians EscortThe researchers at night school work together. Their paper, “Big Data, Artificial Intelligence, and Entrepreneurship in the United States”China” has just been published online through the Center for Economic Policy Research (London, UK) and the Center for Open Science (Charlotteville, USA).
The study analyzed Liberia Sugar Daddy mainland students from 1,772 counties in the United States. Entrepreneurial personality differences in 95% of 1.5 billion Twitter tweets, defined as local patterns of high introversion, conscientiousness, openness, low agreeableness, and neuroticism (a constellation of the five personality traits of entrepreneurs)
The language used on Twitter in the region reveals information about the personality structure and economic vitality of the population in the region
Large hot spots for entrepreneurial traits (and, on a larger scale, entrepreneurial traits Always high): East Coast, from Massachusetts all the way to Florida, Denver/Boulder, CO, San Francisco/Bay Area and Southern California, Gulf Coast, Louisiana and Mississippi
Entrepreneur Liberia Sugar Hot Topics for Personality (On a larger scale, entrepreneurial personality has consistently scored lower:): Central California DekeLiberia SugarThe Rusty Land of South Carolina
OLiberia Sugarbschonka said the study confirmed that Twitter-based personality estimation can successfully predict local differences in actual entrepreneurial activity (for example, local entrepreneurship rates), as measured by millions of Scaled personality tests collect the same regional personality data.
Professor Obschonka said: “What we have discovered here is that what is spoken in social media – Twitter Usage – is a reliable sign of the region’s economic vitality” Liberians Sugardaddy
“We have reviewed one from the University of Pennsylvania. Large Project Targets Liberians EscortTwitter data This project analyzed 1.5 billion U.S. tweets and other social media data to train machines. learning model, a model that predicts regional personality traits in a region by analyzing the language patterns commonly used on social media.
“Until now, studies examining regional differences in personality and meaningful impacts on regional outcomes (such as economic performance, well-being, health or voting behavior) have had to rely on expensive and resource-intensive questionnaire surveys, which require Millions of people fill out online mood tests over time
“We wanted to test how well AI-based estimates of regional mood can be generated based on publicly available social media data, such as tweets. Can we find similar results regarding the impact of local characteristics on entrepreneurship.
“The answer is yes. A U.S. map of Twitter-based measures of local entrepreneurial personality and a U.S. map of actual startup rates show impressive overlap. We found that Twitter-based regional entrepreneurial personality measures are consistent with actual U.S. maps of startup rates. There is an obvious positive correlation between the growth rate of entrepreneurs, and taking into account the local economic status (such as education level), there is a significant positive correlation. These correlations are strong when industry rates and industry Liberians Escort composition)
“More importantly. However, in contrast to previous self-report studies analyzing millions of personality tests, we found that Twitter-based measures of entrepreneurial personality and entrepreneurial activity Liberians Sugardaddydomains are very similar or even more related to each other. “
Professor Obschonka now wants to study similar data from Australia, Europe and elsewhere.
“It seems we are standing at the dawn of a new era where we no longer have to wait for millions People fill out lengthy personality questionnaires to understand the local concentration of entrepreneurial people and the local mechanisms such as entrepreneurship and innovation,” he said. “Instead, through artificial intelligence methods, , we can simply analyze existing publicly available social media data, such as billions of tweets, to study local personality differences and their correlation with the well-being and prosperity of entire regions. ”
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