#FactCheck -Deepfake Video of Tharoor Misleads Social Media Users

Executive Summary:

A viral photo on social media claims to show a ruined bridge in Kerala, India. But, a reality check shows that the bridge is in Amtali, Barguna district, Bangladesh. The reverse image search of this picture led to a Bengali news article detailing the bridge's critical condition. This bridge was built-in 2002 to 2006 over Jugia Khal in Arpangashia Union. It has not been repaired and experiences recurrent accidents and has the potential to collapse, which would disrupt local connectivity. Thus, the social media claims are false and misleading.

Claims:

Social Media users share a photo that shows a ruined bridge in Kerala, India. 

Fact Check:

On receiving the posts, we reverse searched the image which leads to a Bengali News website named Manavjamin where the title displays, “19 dangerous bridges in Amtali, lakhs of people in fear”. We found the picture on this website similar to the viral image. On reading the whole article, we found that the bridge is located in Bangladesh's Amtali sub-district of Barguna district.

Taking a cue from this, we then searched for the bridge in that region. We found a similar bridge at the same location in Amtali, Bangladesh.

According to the article, The 40-meter bridge over Jugia Khal in Arpangashia Union, Amtali, was built in 2002 to 2006 and was never repaired. It is in a critical condition, causing frequent accidents and risking collapse. If the bridge collapses it will disrupt communication between multiple villages and the upazila town. Residents have made temporary repairs. 

Hence, the claims made by social media users are fake and misleading.

Conclusion:

In conclusion, the viral photo claiming to show a ruined bridge in Kerala is actually from Amtali, Barguna district, Bangladesh. The bridge is in a critical state, with frequent accidents and the risk of collapse threatening local connectivity. Therefore, the claims made by social media users are false and misleading.

• Claim: A viral image shows a ruined bridge in Kerala, India. 
• Claimed on: Facebook
• Fact Check: Fake & Misleading

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Introduction

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AI is transforming the way work is done and redefining the nature of jobs over the next decade. In the case of India, it is not just what duties will be taken over by machines, but how millions of employees will move to other sectors, which skills will become more sought-after, and how policy will have to change in response. This article relies on recent labour data of India's Periodic Labour Force Survey (PLFS, 2023-24) and discusses the vulnerabilities to disruption by location and social groups. It recommends viable actions that can be taken to ensure that risks are minimised and economic benefits maximised.

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India’s Labour Market and Its Automation Readiness

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According to India’s Periodic Labour Force Survey (PLFS), the labour market is changing and growing. Participation in the labour force improved to 60.1 per percent in 2023-24 versus 57.9 per cent the year before, and the ratio of the worker population also improved, signifying the increased employment uptake both in the rural and urban geographies (PLFS, 2023-24). There has also been an upsurge of female involvement. However,  a big portion of the job market has been low-wage and informal, with most of the jobs being routine and thus most vulnerable to automation. The statistics indicate a two-tiered reality of the Indian labour market: an increased number of working individuals and a structural weakness.

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AI-Driven Automation’s Impact on Tasks and Emerging Opportunities 

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AI-driven automation, for the most part,  affects the task components of jobs rather than wiping out whole jobs. The most automatable tasks are routine and manual, and more recent developments in AI have extended to non-routine cognitive tasks like document review, customer query handling, basic coding and first-level decision-making. There are two concurrent findings of global studies. To start with, part of the ongoing tasks will be automated or expedited. Second, there will be completely new tasks and work positions around data annotation, the operation of AI systems, prompt engineering, algorithmic supervision and AI adherence (World Bank, 2025; McKinsey, 2017).

In the case of India, this change will be skewed by sector. The manufacturing, back-office IT services, retail and parts of financial services will see the highest rate of disruption due to the concentration of routine processes with the ease of technology adoption. In comparison, healthcare, education, high-tech manufacturing and AI safety auditing are placed to create new skilled jobs. NITI Aayog estimates huge returns in GDP with the adoption of AI but emphasises that India has to invest simultaneously in job creation and reskilling to achieve the returns (NITI Aayog, 2025).

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Groups with Highest Vulnerability in the Transition to Automation

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The PLFS emphasises that a large portion of the Indian population does not have any formal employment and that the social protection is minimal and formal training is not available to them. The risk of displacement is likely to be the greatest for informal employees, making up almost 90% of India’s labour force, who carry out low-skilled, repetitive jobs in the manufacturing and retail industry (PLFS, 2023-24). Women and young people in low-level service jobs also face a greater challenge of transition pressure unless the reskilling and placement efforts can be tailored to them. Meanwhile, major cities and urban centres are likely to have openings for most of the new skilled opportunities at the expense of an increasing geographic and social divide. 

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The Skills and Supply Challenge

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While India’s education and research ecosystem is expanding, there remain significant gaps in preparing the workforce for AI-driven change. Given the vulnerabilities highlighted earlier, AI-focused reskilling must be a priority to equip workers with practical skills that meet industry needs. Short modular programs in areas such as cloud technologies, AI operations, data annotation, human-AI interaction, and cybersecurity can provide workers with employable skills. Particular attention should be given to routine-intensive sectors like manufacturing, retail, and back-office services, as well as to regions with high informal employment or lower access to formal training. Public-private partnerships and localised training initiatives can help ensure that reskilling translates into concrete job opportunities rather than purely theoretical knowledge (NITI Aayog, 2025)

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The Way Forward

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To facilitate the change process, the policy should focus on three interconnected goals: safeguarding the vulnerable, developing competencies on a large-scale level, and directing innovation towards the widespread ability to benefit.

1. Protect the vulnerable through social buffers. Provide informal workers with social protection in the form of portable benefits, temporary income insurance based on reskilling, and earned training leave. While the new labour codes provide essential protections such as unemployment allowances and minimum wage standards, they could be strengthened by incorporating explicit provisions for reskilling. This would better support informal workers during job transitions and enhance workforce adaptability.
2. Short modular courses on cloud computing, cybersecurity, data annotation, AI operations, and human-AI interaction should be planned through collaboration between public and private training providers. Special preference should be given to industry-certified certifications and apprenticeship-based placements. These apprenticeships should be made accessible in multiple languages to ensure inclusivity. Existing government initiatives, such as NASSCOM’s Future Skills Prime, need better outreach and marketing to reach the workforce effectively.
3. Enhance local labour market mediators. Close the disparity between local demand and the supply of labour in the industry by enhancing placement services and government-subsidised internship programmes for displaced employees and encouraging firms to hire and train locally.
4. Invest in AI literacy, AI ethics, and basic education. Democratise access to research and learning by introducing AI literacy in schools, increasing STEM seats in universities, and creating AI labs in the region (NITI Aayog, 2025).
5. Encourage AI adoption that creates jobs rather than replaces them. Fiscal and regulatory incentives should prioritise AI tools that augment worker productivity in routine roles instead of eliminating positions. Public procurement can support firms that demonstrate responsible and inclusive deployment of AI, ensuring technology benefits both business and workforce.
6. Supervise and oversee the transition. Use PLFS and real-time administrative data to monitor shrinking and expanding occupations. High-frequency labour market dashboards will allow making specific interventions in those regions in which the acceleration of displacement occurs.

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Conclusion

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The integration of AI will significantly impact the future of the Indian workforce, but policy will determine its effect on the labour market.  The PLFS indicates increased employment but a structural weakness of informal and routine employment. Evidence from the Indian market and international research points to the fact that the appropriate combination of social protection, skills building and responsible technology implementation can change disruption into a path of upward mobility. There is a very limited window of action. The extent to which India will realise the productivity and GDP benefits predicted by national research, alongside the investments made in labour market infrastructure, remains uncertain. It is crucial that these efforts lead to the capture of gains and facilitate a fair and inclusive transition for workers.

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References

• Annual Report Periodic Labour Force Survey (PLFS) JULY 2022 - JUNE 2023. 
• Future Jobs: Robots, Artificial Intelligence, and Digital Platforms in East Asia and Pacific, World Bank. 
• Jobs Lost, Jobs Gained: What the Future of Work Will Mean for Jobs, Skills, and Wages, McKinsey Global Institute 
• Roadmap for Job Creation in the AI Economy, NITI Aayog
• India central bank chief warns of financial stability risks from growing use of AI, Reuters 
• AI Cyber Attacks Statistics 2025, SQ Magazine. 

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According to Statista, the number of users in India's digital assets market is expected to reach 107.30m users by 2025 (Impacts of Inflation on Financial Markets, August 2023). India's digital asset market has been experiencing exponential growth fueled by the increased adoption of cryptocurrencies and blockchain technology. This furthers the need for its regulation. Digital assets include cryptocurrencies, NFTs, asset-backed tokens, and tokenised real estate. 

India has defined Digital Assets under Section 47(A) of the Income Tax Act, 1961. The Finance Act 2022-23 has added the word 'virtual' to make it “Virtual Digital Assets”. A “virtual digital asset” is any information or code, number, or token, created through cryptographic methods or otherwise, by any name, giving a digital representation of value exchanged with or without consideration. A VDA should contain an inherent value and represent a store of value or unit of account, functional in any financial transaction or investment. These can be stored,  transferred, or traded in electronic format. 

Digital Asset Governance: Update and Future Outlook

Indian regulators have been conservative in their approach towards digital assets, with the Reserve Bank of India first issuing directions against cryptocurrency transactions in 2018. This ban was removed by the Supreme Court through a court order in 2020. The presentation of the Cryptocurrency and Regulation of Official Digital Currency Bill of 2021 is a fairly important milestone in its attempts to lay down the framework for issuing an official digital currency by the Reserve Bank of India. While some digital assets seem to have potential, like the Central Bank Digital Currencies (CBDCs) and blockchain-based financial applications, a blanket prohibition has been enforced on private cryptocurrencies.

However, in more recent trends, the landscape is changing as the RBI's CBDC is to provide a state-backed digital alternative to cash under a more structured regulatory framework. This move seeks to balance state control with innovation on investor safety and compliance, expecting to reduce risk and enhance security for investors by enacting strict anti-money laundering and know-your-customer laws. Highlighting these developments is important to examine how global regulatory trends influence India's digital asset policies.

Impact of Global Development on India’s Approach 

Global regulatory developments have an impact on Indian policies on digital assets. The European Union's Markets in Crypto-assets (MiCA) is to introduce a comprehensive regulatory framework for cryptocurrencies that could act as an inspiration for India. MiCA regulation covers crypto-assets that are not currently regulated by existing financial services legislation. Its particular focus on consumer protection and market integrity resonates with India in terms of investigating needs related to digital assets, including fraud and price volatility. Additionally, evolving policies in the US, such as regulating crypto exchanges and classifying certain tokens as securities, could also form the basis for India's regulatory posture.

Collaboration on the international level is also a chief contributing factor. India’s regular participation in global forums like the G20, facilitates an opportunity to align its regulations on digital assets with other countries, tending toward an even more standardised and predictable framework for cross-border transactions. This can significantly help India given that the nation  has a huge diaspora providing a critical inflow of remuneration.

CyberPeace Outlook

Though digital assets offer many opportunities to India, challenges also exist. Cryptocurrency volatility affects investors, posing concerns over fraud and illicit dealings. A balance between the need for innovation and investor protection is paramount to avoid killing the growth of India's digital asset ecosystem with overly restrictive regulations.

Financial inclusion, efficient cross-border payments with low transaction costs, and the opening of investment opportunities are a few opportunities offered by digital assets. For example, the tokenisation of real estate throws open real estate investment to smaller investors. To strengthen the opportunities while addressing challenges, some policy reforms and new frameworks might prove beneficial. 

CyberPeace Policy Recommendations

• Establish a regulatory sandbox for startups working in the area of blockchain and digital assets. This would allow them to test innovative solutions in a controlled environment with regulatory oversight minimising risks.
• Clear guidelines for the taxation of digital assets should be provided as they will ensure transparency, reduce ambiguity for investors, and promote compliance with tax regulations. Specific guidelines can be drawn from the EU's MiCA regulation.  
• Workshops, online resources, and campaigns are some examples of initiatives aimed at improving consumer awareness about digital assets, benefits and associated risks that should be implemented. Partnerships with global fintech firms will provide a great opportunity  to learn best practices.

Conclusion

India is positioned at a critical juncture with respect to the debate on digital assets. The challenge which lies ahead is one of balancing innovation with effective regulation. The introduction of the Central Bank Digital Currency (CBDC) and the development of new policies signal a willingness on the part of the regulators to embrace the digital future. In contrast, issues like volatility, fraud, and regulatory compliance continue to pose hurdles. By drawing insights from global frameworks and strengthening ties through international forums, India can pave the way for a secure and dynamic digital asset ecosystem. Embracing strategic measures such as regulatory sandboxes and transparent tax guidelines will not only protect investors but also unlock the immense potential of digital assets, propelling India into a new era of financial innovation and inclusivity.

References

• https://www.weforum.org/agenda/2024/10/different-countries-navigating-uncertainty-digital-asset-regulation-election-year/ 
• https://www.acfcs.org/eu-passes-landmark-crypto-regulation 
• https://www.indiabudget.gov.in/budget2022-23/doc/Finance_Bill.pdf 
• https://www.weforum.org/agenda/2024/10/different-countries-navigating-uncertainty-digital-asset-regulation-election-year/
• https://www3.weforum.org/docs/WEF_Digital_Assets_Regulation_2024.pdf 

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