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Correspondent

23 August 2024 at 4:29:04 pm

Algorithmic Anarchy

The NEET paper leak protests at Delhi’s Jantar Mantar should have remained a legitimate expression of student anger over the collapse of examination integrity. Instead, as the agitation escalated into clashes with the police, abusive sloganeering and an increasingly radical political campaign, Meta’s algorithms emerged as an invisible force multiplying the unrest. The controversy surrounding the brief removal of Prime Minister Narendra Modi’s message to the youth in the aftermath of the...

Algorithmic Anarchy

The NEET paper leak protests at Delhi’s Jantar Mantar should have remained a legitimate expression of student anger over the collapse of examination integrity. Instead, as the agitation escalated into clashes with the police, abusive sloganeering and an increasingly radical political campaign, Meta’s algorithms emerged as an invisible force multiplying the unrest. The controversy surrounding the brief removal of Prime Minister Narendra Modi’s message to the youth in the aftermath of the protests only reinforces that concern. Meta has attributed the takedown to a “technical glitch” and apologised. But when the world’s largest social media platform can temporarily suppress the message of the elected leader of the world’s largest democracy during a politically charged moments, the issue extends well beyond a single deleted post. Who decides what India sees? That question has become impossible to ignore during the Cockroach Janta Party’s protests. Across Instagram and Facebook, users have reported being inundated with CJP videos, reels and protest clips despite never following the organisation or engaging with similar political content. Whether this resulted from coordinated paid collaborations, recommendation algorithms or both deserves a thorough investigation. But the larger democratic concern is that public opinion is increasingly being mediated not by citizens, journalists or elected representatives, but by opaque algorithms designed in Silicon Valley and optimised for engagement rather than democratic responsibility. Meta’s recommendation engine is not a passive notice board. Every piece of political content that reaches millions has first been selected by an algorithm whose workings remain largely hidden from public scrutiny. This is hardly unique to India. Around the world, Meta has repeatedly been accused of amplifying polarisation, misinformation and political extremism because outrage keeps users engaged. From elections to ethnic conflicts and episodes of civil unrest, the company has faced persistent criticism that its commercial incentives reward divisive content over balanced discourse. Democracies cannot afford to outsource the architecture of public debate to corporations whose primary obligation is to shareholders rather than constitutional values. While citizens are entitled to challenge governments and demand accountability, there is an important distinction between a movement that expands because people are persuaded and one that appears to be algorithmically amplified into omnipresence. Equally disturbing has been the normalisation of abusive political language during the protests. When such content is repeatedly amplified through recommendation systems, platforms cease to be neutral intermediaries and become active participants in degrading democratic discourse. Platforms that influence elections, protests and public opinion must explain how political recommendations are generated and why particular narratives receive extraordinary amplification. Silicon Valley companies insist they are merely technology platforms. But their algorithms increasingly exercise editorial power. When software determines which protests dominate national conversations and whose voices disappear, technology has already become politics.

Micro-Zoning, RR proposal: A reform opportunity

Mumbai: The government’s proposed introduction of micro-zoning and differentiated Ready Reckoner (RR) rates marks a significant shift in the way property valuations are determined across the state. The initiative, which seeks to assign distinct RR rates to high-rise buildings, slums, chawls and redeveloped properties within the same locality, has largely been welcomed by the real estate sector. Industry stakeholders, however, caution that the reform’s effectiveness will depend less on its intent and more on the framework governing its implementation.


The proposal comes at a time when property markets in major urban centres, particularly Mumbai Metropolitan Region (MMR), are witnessing increasingly diverse development patterns within the same neighbourhoods. Experts argue that uniform RR rates often fail to capture the substantial variations in infrastructure quality, redevelopment status, accessibility and market demand that exist even within small geographical pockets.


Real estate professionals believe that a micro-zoning approach could help bridge the gap between official property valuations and actual market realities. More accurate valuation mechanisms can improve transparency in transactions, provide a fairer basis for stamp duty calculations and create a more nuanced framework for urban planning.


Experts’ Comments

Kamlesh Thakur, President, NAREDCO Maharashtra and Co-Founder & Managing Director, Srishti Group, believes the concept has merit but warns that the execution framework will determine whether the reform succeeds or creates fresh challenges.


“The concept of micro-zoning and differentiated Ready Reckoner rates has the potential to make property valuation more reflective of local market realities and development potential. However, its success will depend entirely on the framework adopted for implementation. Unless there is a clear, transparent and objective policy with well-defined parameters, the introduction of micro-zoning could lead to increased discretion at the administrative level, resulting in uncertainty and inconsistent outcomes,” he said.


According to Thakur, valuation systems that allow excessive room for subjective interpretation can generate disputes, create inconsistencies in assessments and undermine business confidence.


His concerns reflect a broader industry apprehension that redevelopment projects—already burdened by lengthy approval processes and rising costs—could face additional uncertainty if valuation criteria vary across administrative jurisdictions.


Kaushal Agarwal, Chairman, The Guardians Real Estate Advisory, views the proposal as a logical evolution of property valuation practices, particularly in rapidly transforming urban markets.


“The move towards differentiated Ready Reckoner rates through micro-zoning is a progressive step, as property values can vary significantly within the same locality depending on factors such as infrastructure, accessibility, building quality and surrounding development. If implemented effectively, it has the potential to make property valuations more realistic and aligned with actual market dynamics,” he said.


Transparency, Methodology

At the same time, Agarwal emphasized that transparency and data quality will be critical to ensuring credibility.


“However, the success of this initiative will depend on the transparency of the methodology, the quality of data used, and the consistency of its application across micro-markets. Buyers, investors, and developers value clarity and predictability in valuation mechanisms. A well-defined and publicly accessible framework will be essential to avoid ambiguity, strengthen market confidence, and ensure that the new system delivers greater accuracy without creating uncertainty in transaction pricing or investment decisions,” he noted.


Uniformly Implemented

Echoing similar concerns, Dhruman Shah, Promoter, Ariha Group, said the government must ensure that the system remains easy to understand and uniformly implemented.


“The move towards micro-zoning reflects an effort to modernize property valuation and make it more representative of actual market conditions. However, it is important that the system remains simple, transparent and uniformly enforced across regions. If multiple layers of interpretation emerge during implementation, it could lead to disputes and delays, particularly for redevelopment projects that already involve complex approval processes. Industry consultation at every stage will help create a practical and effective framework,” Shah said.


As the state explores one of the most significant changes to its property valuation mechanism in recent years, the industry appears broadly supportive of the objective. Yet the consensus remains clear: the success of micro-zoning will depend on transparency, consistency and stakeholder consultation. Without these safeguards, a reform intended to improve valuation accuracy could inadvertently introduce new layers of uncertainty into an already complex real estate ecosystem.

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