Tag: data science

  • ‘Anti-Muslim hate speech increases in India around elections’: Hindutva Watch

    ‘Anti-Muslim hate speech increases in India around elections’: Hindutva Watch

    A recent report on Hindutva Watch by Raqib Hameed Naik, Aarushi Srivastava and Abhyudaya Tayagi titled ‘2023 Half-Yearly Report: Anti-Muslim Hate Speech Events in India’ reveals that there have been 255 documented incidents of hate speech in gatherings targeting Muslims in the first half of 2023.

    The watchdog used the definition of hate speech by the United Nations which states, “any form of communication, whether oral, written, or behavioral, that employs prejudiced or discriminatory language towards an individual or group based on attributes such as religion, ethnicity, nationality, race, color, descent, gender, or other identity factors.” This definition includes all forms of expression, including speech, writing or behavior, and specifically focuses on any language that is either discriminatory (biased, bigoted, or intolerant) or “pejorative” (prejudiced, contemptuous or demeaning) of an individual or group.

    It also notes that overwhelmingly, 205 (80 per cent) of these hate speech events occurred in BJP-ruled states and union territories. Maharashtra, Karnataka, Madhya Pradesh, Rajasthan, and Gujarat witnessed the highest number of hate speech gatherings, with Maharashtra alone accounting for 29 per cent of such incidents.

    Strikingly, seven out of the top eight states with the highest hate speech events are governed by the BJP and its coalition partners. Around 52 per cent of hate speech gatherings in BJP-ruled states and union territories were orchestrated by entities affiliated with the Rashtriya Swayamsevak Sangh (RSS), including the Vishwa Hindu Parishad (VHP), the Bajrang Dal, the Sakal Hindu Samaj, and the Bharatiya Janata Party. Overall, 42 per cebt of all hate speech gatherings in 17 states which includes two centrally controlled territories were organized by groups affiliated with the RSS.

    The report finds that approximately 64 per cent of the events in BJP-ruled states and union territories incorporated references to popular Hindu far-right anti-Muslim conspiracy theories. Overall, 51 per cent of all the hate speech gatherings in 17 states which includes two centrally controlled territories featured anti-Muslim conspiracy theories.

    A concerning 33 per cent of all the gatherings explicitly called for violence against Muslims and about 11 per cent of events included explicit calls for Hindus to boycott Muslims. Disturbingly, 4 per cent of all the events featured hate-filled and sexist speeches explicitly targeting Muslim women.

    Nearly 12 per cent of events featured calls to arms. Notably, 33 per cent of hate speech events took place in states that have already conducted or are set to conduct state legislative elections in 2023. Furthermore, over 36 per cent of these events occurred in states slated to hold legislative elections in 2024. In total, nearly 70 per cent of these events were reported in states with legislative elections either in 2023 or 2024.

    Hindutva Watch tracks the activity of Hindu far-right organizations and their members on social media, scraping data from X (formerly known as Twitter), Facebook, Instagram, Youtube and Telegram to find verifiable videos of hate speech events. They also employ data scraping techniques to identify verifiable videos of hate speech events, followed by in-depth research conducted by a team of dedicated journalists and researchers. Additionally, they draw upon credible reporting from established news organizations to compile comprehensive data. To ensure the accuracy of their findings, they conduct verification processes, confirming the authenticity of the videos, their precise location, and the date on which they were recorded.

  • Top 10 high-paying online jobs for introverts with anxiety

    Top 10 high-paying online jobs for introverts with anxiety

    Introverts who grapple with anxiety often seek job opportunities that minimise social interaction and reduce stress. In today’s digital age, there’s a vast array of high-paying online careers available worldwide that cater to introverts’ inclinations.

    By thoughtfully examining job descriptions and selecting roles that align with personal needs, introverts can discover fulfilling and lucrative career options. 

    Here are 10 career options introverts dealing with anxiety or depression can consider:

    1. Copywriter 

    Description: If you possess creativity and a way with words, pursuing a career as a copywriter might be the ideal choice for you. 

    Responsibilities: Writing for blogs, creating eBooks, and crafting marketing materials. 

    Skills required: Strong written language skills and knowledge of basic digital marketing. 

    Average salary: $36 (PKR 10,670) per hour 

    2. Web developer 

    Description: Web developers design and construct websites, making them a perfect fit for introverts who prefer working independently. 

    Skills required: Proficiency in HTML, CSS, JavaScript, and Python. 

    Average salary: $70,000 (PKR 20.74 million) per year 

    3. Data scientist 

    Description: Data scientists analyze large data sets, providing valuable insights and actionable plans for organisations. 

    Skills required: Strong mathematical, analytical, and organisational skills. 

    Average salary: $50,000 (PKR 14.82 million)-$70,000 (PKR 20.74 million) per year 

    4. Transcriptionist 

    Description: Transcriptionists listen to audio and convert it into text, offering flexibility and good earning potential. 

    Skills required: Proficiency in written and spoken English and fast typing. 

    Average salary: $18 (PKR 5,335) per hour 

    5. Photographer 

    Description: The demand for stock photos provides introverted photographers with opportunities to work with minimal interaction. 

    Skills required: Photography and photo editing. 

    Average salary: $15 (PKR 4,446)-$40 (PKR 11,856) per hour 

    6. Bookkeeping 

    Description: Detail-oriented introverts can excel as bookkeepers, managing financial records for individuals or businesses. 

    Skills required: Strong math skills and proficiency in spreadsheets. 

    Average salary: $40,000 (PKR 11.8 million) per year 

    7. Virtual assistant 

    Description: Virtual assistants provide administrative support to individuals or businesses, often on a flexible schedule. 

    Skills required: Time management, IT skills, and effective communication. 

    Average salary: $20 (PKR 5,928) per hour 

    8. Graphic designer 

    Description: Introverts with design skills can create visually appealing graphics for various purposes. 

    Skills required: Graphic design expertise and knowledge of Adobe Photoshop/InDesign or similar tools. 

    Average salary: $20 (PKR 5,928) per hour 

    9. Dropshipping 

    Description: Dropshipping allows introverts to select and market products while others handle fulfillment. 

    Skills required: Organization and trend-spotting abilities. 

    Average salary: $45,000 (PKR 13.3 million) per year 

    10. Search Engine Optimization (SEO) specialist 

    Description: SEO specialists optimize websites for search engine visibility, offering a flexible and fulfilling career. 

    Skills required: Knowledge of SEO, digital marketing, and basic HTML/CSS (for technical SEO). 

    Average salary: $55,000 (PKR 16.3 million) per year 

    Introverts dealing with anxiety can discover rewarding and well-paying online careers tailored to their preferences for minimal social interaction. By methodically assessing their skills and interests, introverts can embark on a successful and fulfilling career path in the digital landscape. 

    How to choose?

    Introverts can find and get online jobs through a variety of channels, including: 

    • Job boards: General job boards like Indeed and Monster often have a wide range of online jobs listed, including many that are well-suited for introverts. There are also specialized job boards that focus on remote work and freelance jobs, such as FlexJobs and Remote.co. 
    • Freelance marketplaces: Freelance marketplaces like Upwork and Fiverr allow freelancers to create profiles and bid on projects from clients all over the world. This is a great way for introverts to find online jobs that match their skills and interests, and to set their own hours and work independently. 
    • Company websites: Many companies now have dedicated career pages on their websites where they list their open positions. Some companies even have specific sections for remote jobs. 
    • Social media: Social media platforms like LinkedIn and Twitter can also be a good place to find online jobs. Many companies use social media to announce job openings and recruit new employees. You can also follow relevant hashtags and keywords to stay up-to-date on the latest job postings. 
    • Networking: Networking is another great way to find online jobs. Talk to your friends, family, and former colleagues to see if they know of any online job openings. You can also attend virtual networking events and join online communities for professionals in your field. 

    Once you’ve found some online jobs that you’re interested in, be sure to tailor your resume and cover letter to each specific job. Highlight your skills and experience that are most relevant to the position, and explain why you’re a good fit for the company. 

    Here are some additional tips for introverts who are looking for online jobs: 

    • Focus on your strengths. What are you good at? What do you enjoy doing? Make a list of your skills and interests, and then use that list to identify online jobs that would be a good fit for you. 
    • Don’t be afraid to sell yourself. When you’re applying for online jobs, it’s important to market yourself and your skills effectively. Be sure to highlight your accomplishments and explain how you can add value to the company. 
    • Be patient. It may take some time to find the right online job for you. Don’t get discouraged if you don’t get the first job you apply for. Keep applying and networking, and eventually you’ll find the perfect job for you. 

    Remember, there are many online jobs that are well-suited for introverts. By focusing on your strengths and marketing yourself effectively, you can find an online job that allows you to work independently and succeed in your career. 

  • India’s 5 million coders face uncertain future amid AI advancements

    India’s 5 million coders face uncertain future amid AI advancements

    If the technology underlying ChatGPT were to displace software engineers, India would be the country most affected, as it is home to over 5 million coders. This prospect is causing concern for newly qualified engineers like Palash Hade, who anticipates a reduction in software jobs in India.

    To increase his employability, Hade enrolled in an online degree program in data science and analytics from the prestigious Indian Institute of Technology (IIT) Madras.

    In the past, India’s outsourcing firms were desperate for talent and were willing to train engineers from different backgrounds. However, with the rise of generative artificial intelligence and ChatGPT, firms are now looking for candidates with these specific skills. India’s largest outsourcer, Tata Consultancy Services Ltd., made 46,000 campus offers this year, but the CEO of Tech Mahindra warns that change is fast approaching due to advanced AI.

    While students at elite schools like the Indian Institute of Science are not worried about the impact of AI on their future job prospects, tens of thousands of engineers without degrees from such institutions have reason to worry. Entry-level coding jobs are at risk of being eliminated, according to Shraddha Kulkarni, a 21-year-old engineering student in Bangalore who has been actively using ChatGPT.

    According to Bloomberg, developers on Reddit and Quora are also expressing anxiety about the potential impact of AI on their industry. They fear that the time and effort they invested in developing their skills may be rendered obsolete by AI-based programming.