Hate Speech on X increased by 50% after Elon Musk takeover, study finds
New Delhi: A new study published in PLOS ONE has found that hate speech on X (formerly Twitter) surged by 50% for at least eight months following Elon Musk’s acquisition of the platform in October 2022. The research, led by Daniel Hickney from the University of California, Berkeley, highlights a significant rise in racist, homophobic, and transphobic slurs during this period.
The study analyzed 4.7 million English-language posts from early 2022 to June 9, 2023, covering both the ten months before and eight months after Musk’s takeover. The findings revealed that the average number of hate speech posts increased from 2,179 per week to 3,246. Transphobic slurs showed the highest growth, with weekly occurrences rising from 115 to 418 posts.
Engagement with such posts also grew, with the rate of user likes on hate speech content increasing by 70%. Researchers suggest this rise could be due to reduced content moderation, increased activity by hateful users, or changes in the platform’s algorithm that inadvertently promoted such content.
Musk’s policy changes following his $44 billion acquisition, including firing much of X’s content moderation team and disbanding the platform’s Trust and Safety Council, are believed to have contributed to the surge. The study also noted a potential increase in bot activity, particularly through a rise in cryptocurrency-related posts.
While the research focused only on English-language posts, representing just 31% of X’s total content, it presents a concerning picture of the platform’s handling of hate speech. Despite Musk’s earlier promises to tackle such issues, the study suggests that these problems have only intensified under his leadership.
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Commercial LPG hike: Delhi restaurant owners warn of higher menu rates, job losses
New Delhi (PTI) A day after a 50 per cent rise in commercial LPG cylinder prices, Delhi's food business, with restaurant owners and street vendors have warned of higher menu rates, financial strain and potential job losses if the trend persists.
The price of commercial LPG was hiked by a steep Rs 993 per 19 kg cylinder, marking the third consecutive monthly hike amid rising global energy prices linked to the West Asia conflict.
For many in the restaurant industry, the spike has been both sudden and steep.
Manpreet Singh, honorary treasurer of the National Restaurant Association of India, said that eateries are already grappling with supply challenges alongside rising costs.
"There is a huge difficulty in getting these cylinders, and black marketing is also increasing in many unregulated sectors," he said, noting that prices that were once around Rs 1,600, often dropping to nearly Rs 1,300 with discounts, have now surged to between Rs 3,000 and Rs 4,000 per cylinder.
He further added that a medium-sized restaurant typically uses between two and five cylinders daily, making the increase particularly burdensome as costs mount.
Singh further said that as costs mount, smaller establishments could struggle to stay afloat. Instead, the association has advised restaurants to shift towards piped natural gas connections through Indraprastha Gas Limited as a more sustainable alternative.
"If this problem continues, PNG is the only long-term solution," he said, adding that temporary measures like coal offer limited relief due to slower cooking times and that it can largely be used only for tandoors.
Echoing similar concerns, Kabir Suri, owner of Mamagoto in Khan Market, said the impact is already visible across the industry. "There has been almost a threefold increase in cylinder prices for restaurants," he said, adding that rising fuel and logistics costs are compounding the pressure.
"If this continues, it will become a significant financial burden, and food prices will inevitably go up. Adding to this burden, higher fuel costs are also affecting logistics and transportation, making a price rise unavoidable. The extent of the impact will vary between small eateries and large chains depending on their scale," he said.
Global oil prices have surged nearly 50 per cent following disruptions in energy supply chains due to the West Asia conflict, pushing up commercial fuel costs and transport expenses.
A West Delhi-based restaurateur said they are trying to manage rising costs while keeping their staff secure. "We are trying to ensure that our staff, from kitchen workers to waiters, are paid on time and do not face immediate hardship," the owner said.
"We are a small restaurant with seating for about 20 to 25 people at a time. But if this continues for long, we will have to take difficult calls. There is only so much we can absorb, and menu prices will have to go up. We hope this does not continue for a longer period," he said.
Another restaurant owner in North Delhi, who did not wish to be named, said operational adjustments alone may not be enough. "We are checking our costs very carefully and trying to cut wherever possible, but if fuel prices remain high, it will eventually affect how we run the business," the owner said.
"Coal helps in tandoor cooking, but it takes more time," the owner further added.
The strain is even more acute among street vendors, many of whom operate on thin margins. A vendor in Saket said he had recently expanded his business, moving from a mobile cart to a rented outlet.
"I have a family to feed and more responsibilities now. Earlier, I managed with a moving cart, but after renting the place, expenses increased," he said. "Whenever cylinders were unavailable, I had to buy them at higher rates in the black market. Now even regular supply is too expensive, and if this continues, we may have to shut down," he added.
In Laxmi Nagar, another vendor said they are struggling to keep the business running. "Sometimes we even used domestic cylinders from home when supply ran out because we had to keep the stall running," he said, adding that rising costs leave little choice but to increase prices or bear losses.
On April 1, the rates of commercial LPG cylinders were hiked by Rs 195.50 per cylinder, followed by a Rs 114.5 hike on March 1, taking the total increase over the past three months to Rs 1,303. With the latest revision, a 19 kg commercial LPG cylinder now costs Rs 3,371.5 in Delhi, up from Rs 2,078.5 earlier.
The prices of domestic LPG cylinders used for household cooking have remained unchanged. They were last increased by Rs 60 per 14.2 kg cylinder on March 7 and currently cost Rs 913 in Delhi.
