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Hate speech on Twitter predicts frequency of real-life hate crimes
According to a first-of-its-kind study, cities with a higher incidence of a certain kind of racist tweets reported more actual hate crimes related to race, ethnicity, and national origin.
A New York University research team analyzed the location and linguistic features of 532 million tweets published between 2011 and 2016. They trained a machine learning model – one form of artificial intelligence – to identify and analyze two types of tweets: those that are targeted – directly espousing discriminatory views – and those that are self-narrative – describing or commenting upon discriminatory remarks or acts. The team compared the prevalence of each type of discriminatory tweet to the number of actual hate crimes reported during that same time period in those same cities.
The research was led by Rumi Chunara, an assistant professor of computer science and engineering at the NYU Tandon School of Engineering and biostatistics at the NYU College of Global Public Health, and Stephanie Cook, an assistant professor of biostatistics and social and behavioral sciences at the NYU College of Global Public Health.
“We found that more targeted, discriminatory tweets posted in a city related to a higher number of hate crimes,” said Chunara. “This trend across different types of cities (for example, urban, rural, large, and small) confirms the need to more specifically study how different types of discriminatory speech online may contribute to consequences in the physical world.”
The analysis included cities with a wide range of urbanization, varying degrees of population diversity, and different levels of social media usage. The team limited the dataset to tweets and bias crimes describing or motivated by race, ethnic or national origin-based discrimination. Hate crimes are categorized and tracked by the Federal Bureau of Investigation, and crimes motivated by race, ethnicity, or national origin represent the largest proportion of hate crimes in the nation. Statistics for sexual orientation crimes were not available in all cities, although the researchers previously studied this form of bias.
The group also identified a set of discriminatory terms and phrases that are commonly used on social media across the country, as well as terms specific to a particular city or region. These insights could prove useful in identifying groups that may be likelier targets of racially motivated crimes and types of discrimination in different places. While most tweets included in this analysis were generated by actual Twitter users, the team found that an average of 8% of tweets containing targeted discriminatory language were generated by bots.
There was a negative relationship between the proportion of race/ethnicity/national-origin-based discrimination tweets that were self-narrations of experiences and the number of crimes based on the same biases in cities. Chunara noted that while experiences of discrimination in the real world are known psychological stressors with health and social consequences, the implications of online exposure to different types of online discrimination – self-narrations versus targeted, for example – need further study.
These results represent one of the largest, most comprehensive analyses of discriminatory social media posts and real-life bias crimes in this country, although the researchers emphasize that the specific causal mechanisms between social media hate speech and real-life acts of violence need to be explored.
Chunara recently presented the study, Race, Ethnicity and National Origin-based Discrimination in Social Media and Hate Crimes across 100 U.S. Cities, at the Association for the Advancement of Artificial Intelligence Conference on Web and Social Media in Munich, Germany. Co-authors include NYU Tandon students Kunal Relia and Zhengyi Li in addition to Cook.
The researchers were also recently awarded a Content Policy Research on Social Media Platforms research grant from Facebook, through which they will continue their work on the downstream consequences of online discrimination.
SOURCE NYU Tandon School of Engineering; NYU College of Global Public Health
BEIJING, Nov. 18, 2024 /PRNewswire/ — During the recently-concluded seventh China International Import Expo (CIIE), Jing’an District of China’s Shanghai has held a series of investment promotion activities in an attempt to showcase its unique charm and unlimited business opportunities.
The district launched the “Quality Products Import Demonstration Zone” during the this year’s CIIE, the first of its kind in Shanghai, and introduced the “1+N” industry high-quality development policy toolkit, covering trade, finance, professional services, data intelligence, cultural creativity, life and health, etc., aiming to build an open and shared industrial ecology.
In recent years, the amount of intended purchase orders reached by Jing’an District at the CIIE has repeatedly hit new highs. During the CIIE this year, the district claimed the largest quantity of intended purchase orders among all districts in Shanghai.
This year, 52 companies from Jing’an participated in the CIIE. The district saw ten groups of companies reach broad cooperation consensus. Key exhibitors and buyers, such as L’Oreal, Inditex, and doTERRA, signed a series of procurement and cooperation agreements. About 12 high-quality investment projects with an estimated investment of about 1 billion yuan successfully settled in the district.
An official with Jing’an District said that Jing’an warmly welcomes friends at home and abroad to come to Jing’an, and hopes to work together with enterprises to promote the high-quality development of the district.
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THIS IS INFORMATION THAT EQT AB (PUBL) IS OBLIGED TO MAKE PUBLIC PURSUANT TO THE EU MARKET ABUSE REGULATION. THE INFORMATION WAS SUBMITTED FOR PUBLICATION, THROUGH THE AGENCY OF THE CONTACT PERSON SET OUT BELOW AT 6:00 PM CET ON 17 NOVEMBER 2024.
STOCKHOLM, Nov. 17, 2024 /PRNewswire/ — EQT has today set the hard cap for investor commitments of USD 14.5 billion for EQT Private Capital Asia’s BPEA Private Equity Fund IX (“BPEA IX”). A hard cap refers to an upper limit on the amount of investor commitments accepted as part of the fund. The actual fund size is dependent on the outcome of the fundraising process. As previously communicated, the target fund size for BPEA IX is USD 12.5 billion.
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EQT Press Office, [email protected], +46 8 506 55 334
The information contained herein does not constitute an offer to sell, nor a solicitation of an offer to buy, any security, and may not be used or relied upon in connection with any offer or solicitation. Any offer or solicitation in respect of BPEA IX will be made only through a confidential private placement memorandum and related documents which will be furnished to qualified investors on a confidential basis in accordance with applicable laws and regulations. The information contained herein is not for publication or distribution to persons in the United States of America. Any securities referred to herein have not been and will not be registered under the U.S. Securities Act of 1933, as amended (the “Securities Act”), and may not be offered or sold without registration thereunder or pursuant to an available exemption therefrom. Any offering of securities to be made in the United States would have to be made by means of an offering document that would be obtainable from the issuer or its agents and would contain detailed information about the issuer of the securities and its management, as well as financial information. The securities may not be offered or sold in the United States absent registration or an exemption from registration.
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A strategic partnership between two of the largest Qatari companies to add value to the local and regional market, enhancing food security and innovation in several key sectors.
DOHA, Qatar, Nov. 16, 2024 /PRNewswire/ — Senyar Trading & Distribution Company and Al Baladi Holding have announced the launch of their strategic partnership under the name of ‘Al Faisal Al Baladi Holding’. The launch ceremony was attended by Sheikh Faisal bin Qassim Al Thani, Chairman of Al Faisal Holding, and Mr. Mohammed Abdullah Al Attiyah, Chairman of Al Baladi Holding. This partnership aims to provide added value to the Qatari and regional markets, and to enhance the role of Qatari companies in supporting and developing the local economy in line with Qatar National Vision 2030.
Within this partnership, a strong economic icon was established under the name ‘Al Faisal Al Baladi Holding Group’, capable of implementing huge projects across the MENA region in a number of different vital sectors, especially livestock and agricultural production projects, which contributes to supporting food security and enhancing livestock in a sustainable manner. In addition, the retail sector constitutes a significant part of the Company’s activities.
Al Faisal Al Baladi Holding Group Holding includes Al Faisal Al Baladi Holding LLC, based in Qatar, Al Faisal Al Baladi Group for Malls Management and Operations, based in Egypt, and Al Faisal Al Baladi Holding, based in the Sultanate of Oman. As well as livestock and agricultural production, these companies will operate in several diverse sectors including distribution and wholesale, manufacturing, hospitality and hotels, restaurants, food and beverages, with the retail sector also constituting a significant area of focus. Through these activities, they will seek to meet the growing demand for innovative products and solutions, while supporting sustainable economic development in Qatar and the region.
Commenting on this announcement, Sheikh Faisal Bin Qassim Al Thani, Chairman of Al Faisal Holding, stated: “I am pleased to witness the formation of this strategic partnership that represents the development of the private sector in Qatar and enhances its ability to compete through cooperations built on solid foundations. This partnership is a realization of Qatar Vision 2030 of empowering the private sector and enhancing its contribution to the local economy. I wish both parties success in this promising partnership.”
Mr Mohammed Abdullah Al Attiyah, Chairman of Al Baladi Holding and Chairman of Al Faisal Al Baladi, said: “We are delighted with this cooperation which opens new horizons for growth and expansion. Al Baladi Holding has achieved remarkable successes in recent years, and this partnership comes to underpin our position in the market and expand the scope of our activities. We hope that Al Faisal Al Baladi Holding will contribute to the development of successful and innovative projects that will be a source of pride for everyone.”
Sheikh Mohammed bin Faisal Al Thani, Vice Chairman of Al Faisal Al Baladi Holding, added: “We share common goals, integrated resources, and expertise with Al Baladi Holding. Through this partnership, we will achieve integration and synergy in diverse businesses to maximize value for all parties, including consumers and investors, which will benefit all stakeholders and contribute to achieving a positive impact across every level.”
Mr. Abdullah Mohammed Al Attiyah, Vice Chairman of Al Baladi Holding, said: “Undoubtedly, the stability of the Qatari economy, the diversity of investment opportunities, and the positive business environment, have all contributed to Al Baladi Holding’s market leading position. We look forward to this partnership with confidence in its promise to help build a bright future”
Mr. Tarek Mahmoud Al Sayed, Board Member of Al Faisal Al Baladi Holding, added: “Food security projects hold special importance, especially in their comprehensive and sustainable concept, which constitute an essential part of our future strategy. We seek to play a pivotal role in the region through livestock and agricultural production projects, as we currently own a number of livestock and agricultural production companies in Qatar and Oman, and we plan to expand and launch new projects in a number of countries in the region and North Africa. This will support Al Faisal Al Baladi in becoming a leading company in achieving food security at the regional level.”
Mr Hany Al Sayyadi, CEO and Board Member of Al Faisal Al Baladi Holding, concluded by saying: “This partnership strengthens our diversified investment portfolio and facilitates the expansions of our presence in regional and global markets. Our vision is to achieve a strong presence in the Middle East region, by focusing on innovation and quality in all our sectors. This partnership is a natural extension of the vision of both companies to enhance economic integration and contribute to driving development in Qatar and the region.”
Al Faisal Al Baladi plans to expand its business activities in regional and global markets, by utilizing the diverse investment opportunities represented by the manufacturing, hospitality and retail sectors. The Group’s current portfolio includes more than 30 leading companies in their fields, including Al Baladi and Al Baladi Express Markets, Al Wajba Dairy and Juice Factory, City Limousine Company, in addition to a number of restaurants and companies in the food sector, and many others.
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