Connect with us

Economy & Market

In the interim

Published

on

Shares

The Union Budget 2024-25, in the election year, brings to the industrial sector exactly what is expected of an interim budget. Careful about not causing discontent over taxation, the Budget rides high on infrastructural growth and sustainability. ICR looks at the key highlights of the budget and the industry’s reaction to it.

As the honourable Finance Minister Nirmala Sitharaman presented the Interim Union Budget 2024-25 in the Parliament, the eyes and ears of the entire nation were glued to the live telecast to know firsthand what it entails. For taxpayers, the Budget came as a big sigh of relief as there were no changes in the tax brackets. With the many social welfare schemes that the PMO has been running as well as its focus on infrastructure growth, the details of this Budget are surely of interest for industries such as cement.
The pre-Budget sentiment of the industry revolved around the following aspects:

  • Increased infrastructure spending: The government is expected to continue focusing on infrastructure development, which could lead to higher demand for cement.
  • Focus on sustainability: The Budget might allocate funds for sustainable practices and manufacturing innovation in the cement industry, potentially reducing costs and enhancing its contribution to India’s green goals.
  • Logistics and export support: Measures to improve logistics and export policies could stabilise costs and make Indian cement more competitive globally.
  • Rising input costs: The industry is grappling with rising costs of coal and pet coke. The Budget is likely to address these concerns, through measures such as GST rationalisation or import duty reduction.

Once the Budget was announced, it was met with applaud from the industry. Here are the key highlights of the Interim Budget:

  • The capital expenditure outlay for infrastructure development and employment generation will be increased by 11.1 per cent to Rs 11,11,111 crore, that will be 3.4 per cent of the GDP.
  • On reforms in the states for ‘Viksit Bharat’, a provision of Rs 75,000 crore rupees as fifty-year interest free loan has been proposed to support milestone-linked reforms by the state governments.
  • Three major economic railway corridor programmes have been identified under the PM Gati Shakti, which will be implemented to improve logistics efficiency and reduce cost energy, mineral and cement corridors, port connectivity corridors and high traffic density corridors.
  • As per the PM Awas Yojana (Grameen), the target of three crore houses will be achieved soon. At least two crore more houses will be taken up in the next five years.

Industry expert reactions

“Nuvoco welcomes the initiatives in the latest Interim Budget, which acknowledges the Government’s commitment to growing the economy in challenging geopolitical conditions. As part of the PM Gati Shakti program, to foster strong multimodal connectivity, three proposed major economic railway corridors focusing on energy, minerals, and cement will improve logistics efficiency and reduce costs. This will benefit both the industry and the economy.
In addition, the focus on the Individual House Builders (IHB) Segment, particularly the new housing scheme for the middle class, aligns perfectly with the nation’s socio-economic goals. The initiative to construct two crore houses under the PM Awas Yojana and the progress of the Pradhan Mantri Awas Yojana (Grameen), with an additional two crore homes planned to be built over the next five years, is particularly noteworthy. The government’s efforts to improve port connectivity, decongest high-traffic rail corridors, and transform metro rail are positive developments for the ready-mix concrete industry. These measures should further improve the standard of living for millions of people and offer numerous opportunities for economic and community development.”

Jayakumar Krishnaswamy, Managing Director, Nuvoco Vistas Corp. Ltd

“JK Lakshmi Cement applauds the Honourable Finance Minister, Shree Nirmala Sitharaman, for crafting the visionary Union Budget 2024-25, a blueprint that aligns profoundly with our ethos of inclusive development. As a stalwart in the cement industry, we welcome the Government of India’s commitment to fostering growth, sustainability, and inclusivity. The Government’s strategic focus on all forms of infrastructure, be it digital, social, or physical, and a strong emphasis on women’s empowerment, resonates with our forward-looking mission. The significant increase in infrastructure outlay to INR 11.11 lakh crores and the emphasis on green growth shows the Government’s pursuit to propel our nation towards economic excellence.”
“As a key player in the cement sector, we are eager to contribute meaningfully to the strategic railway corridor programmes, particularly those targeting energy, mineral and cement corridors. We also applaud the Government’s efforts to deepen GST reforms, creating a more unified and efficient tax regime. This, coupled with initiatives like the bio-manufacturing scheme, and multi-modal connectivity projects, creates a favourable environment for sustained economic growth and job creation. As we navigate the next five years of unprecedented development, JK Lakshmi Cement remains steadfast in its commitment to supporting the Government’s vision of a Vikisit Bharat by 2047 and contributing to the nation’s journey towards economic excellence while creating opportunities for all.”

Arun Shukla, President and Director, JK Lakshmi Cement

“Aatmanirbharta and Viksit Bharat were foundational to the budget, embodying a visionary approach and setting the stage for a robust and dynamic economic landscape, aligning with the government’s mission to build a prosperous and self-reliant India on the global stage. As a prominent solar manufacturer, we appreciate the Rooftop Solarisation+Muft Bijli and are hopeful that this forward-thinking scheme is a groundbreaking effort to democratise access to solar power, making clean energy an integral part of everyday life. Our ethos centres around making solar energy not only environmentally friendly but also economically viable and we anticipate that this initiative will catalyse the transition towards renewable energy and provide a major breakthrough in the energy sector. While we were anticipating updates on GST for solar products, we look forward to the detailed budget for further insights. The collective effort toward energy independence and a more sustainable future gives the much-needed impetus and instils a newfound motivation towards making India a green nation. We are optimistic that the full-fledged budget will open new doors and provide a plethora of opportunities that will not only impact the communities nationwide, but contribute to a cleaner, greener, and more sustainable energy landscape.”

Raman Bhatia, Founder & Managing Director, Servotech Power Systems (for Solar Industry)

“As we navigate the landscape of Union Budget 2024, it’s crucial for the government to accentuate and foster an environment for both local and global investments in semiconductor technology, AI, and digital platforms. This strategic focus aligns with our industry’s evolution. Simultaneously, we recognise the imperative to integrate these cutting-edge technologies into our educational curriculum, ensuring a skilled workforce. This synergy is pivotal for propelling our nation towards the coveted 7 trillion economy by 2030.”

Sushil Virmani, Managing Director,Best Power Equipment (BPE)

“We acknowledge the strategic direction outlined in the 2024 interim budget, particularly its focus on reinforcing the affordable housing sector. The progress in the implementation of PMAY – Grameen, approaching the target of three crore houses, with a commitment to taking up construction of two crore additional houses over the next five years, reflects the government’s dedication to meet the growing demand for housing in rural areas.”

Ashwin Sheth,CMD, Ashwin Sheth Group

“The Interim Budget for 2024-25 presented by Union Finance Minister Nirmala Sitharaman reflects a comprehensive vision aimed at fostering inclusive growth and sustainable development in India. The focus on transforming India into ‘Viksit Bharat’ by 2047 underscores the government’s long-term commitment to national development. This vision, encapsulated in the slogan ‘sabka saath, sabka vikas’ (together with all, development for all), emphasises the inclusive nature of the government’s approach. The emphasis on GDP, redefined as governance, development, and performance, is a strategic move, particularly in the context of the upcoming general election. This redefinition indicates a shift towards a holistic view of economic growth, one that intertwines effective governance and sustainable development with performance metrics. It’s a narrative that might resonate well with the electorate, considering the administration’s bid for a third consecutive term. The commitment to the PMY – Grameen, with the target of constructing two crore additional houses, continues the government’s focus on rural development. Achieving the milestone of three crore houses under the rural housing scheme and setting an ambitious target for the next five years reflects a significant investment in infrastructure development that addresses a basic need – housing.”

Sandeep Runwal,President, NAREDCO Maharashtra

“The Interim budget was laid on the premises of infrastructure, housing, green energy initiatives and innovation, setting up the foundation for a 6-7 per cent sustained GDP growth in the next few years. The unwavering commitment to infrastructure development stands as a cornerstone for fostering economic growth, extending tangible impact on the real estate sector in the longer run. The strong 11.1 per cent YoY increase in infrastructure outlay to over INR 11 lakh crore signals a steady and significant wave of upcoming developments and opening of vast opportunities for all stakeholders including real estate. The continued emphasis on green growth, particularly through the promotion of electric public transport and charging infrastructure development, further positions India on the path of sustainable and environmentally conscious real estate development. At the same time, the government’s persistent emphasis on affordable housing unveils a myriad of opportunities for residential developers, as they position themselves to make substantial contributions, aligning with the broader vision of inclusive and accessible living. Amid positive market synergies in the form of stable interest rates, attractive incentives and increased affordability, domestic investors too are likely to resonate upbeat confidence towards all real estate segments.

Badal Yagnik,Chief Executive Officer, Colliers India

“The establishment of new infrastructure corridors for ports, energy, minerals and cement will boost manufacturing and supply chains. Doubling the number of airports to 149 will energise the aviation sector. As a manufacturing-focused company, we welcome the government’s aim to enhance the EV ecosystem through manufacturing and charging infrastructure support.

Rahul Garg, Founder and CEO, Moglix

“The interim budget for FY 2024-25 lays a strong foundation for economic growth and resilience through major impetus on infrastructure development. At Louis Berger, we are pleased to see the emphasis on this sector which will be a catalyst in ensuring equitable access and participation in economic opportunities across the nation. We welcome the increase in capital expenditure on infrastructure for the fourth consecutive year to 11.11 lakh core. This will accelerate the efficient use of land resources, enable adequate resources for existing and upcoming urban infrastructure, enhanced availability and affordability of urban land and job creation.”

Surajit Bhattacharya, Vice President & Executive Director (Asia), Louis Berger

“Keeping the fiscal consolidation target at 5.1 per cent will decrease the cost of borrowing for businesses and industries. This in turn will help stimulate economic growth, stabilise the economy and reduce the risks of inflation. The enhancement in infrastructure outlay by 11 per cent will bode well for firming up the growth of residential, commercial and industrial real estate asset classes across the geographies. The augmentation of multi-modal corridor connectivity with new railway corridors and doubling of airports and ports corridors will have a multiplier effect on the real estate landscape.
The extension of the PMAY scheme for rural areas is in accordance with the objective of Housing for all laid by the Hon’ble PMO. A focused direction is set for addressing the housing deficit needs of the urban poor with the buy or build house motto. The continual skilling and upskilling of the working populace will help the sector gain a competitive advantage and increase direct as well as indirect employment opportunities. Therefore, India’s vision for Amrit Kaal is stated very clearly and thus the country is on track to becoming Vikshit Bharat by 2047.”

  • Dr Niranjan Hiranandani, Founder, Hiranandani Group, and Chairman, National Naredco

Concrete

Protect Your Margins

Published

on

By

Shares

In a research-backed article, Dr SB Hegde examines why carbon-adjusted profitability and LC3 will decide the next set of winners in cement manufacturing.

The Indian cement industry has achieved world-class operational efficiency through lower specific energy consumption, high plant utilisation and a reduced average clinker factor of approximately 67.5 per cent. These traditional measures of operational excellence remain essential. However, they are no longer sufficient. Carbon now carries a measurable financial cost under India’s Carbon Credit Trading Scheme (CCTS) and under European carbon markets. Future leadership will be defined by carbon-adjusted profitability, the ability to generate strong returns while systematically lowering the carbon intensity of every ton sold.
Limestone calcined clay cement (LC3) offers a practical, scalable pathway to achieve this dual objective. By replacing up to 50 per cent of clinker with calcined clay and limestone, LC3 can reduce CO2 emissions by 30–40 per cent while delivering comparable or superior durability performance.
This article examines the technical foundations of LC3, European industrial practices, the emerging Indian carbon market and a concrete roadmap for Indian companies to embed carbon-adjusted metrics and LC3 into daily operations, incentives and commercial strategy.

Limits of traditional operational excellence
For many years, plant performance has been judged primarily by five indicators: specific heat consumption, specific power consumption, kiln and mill utilisation, clinker factor and overall equipment effectiveness. These metrics drove continuous improvement and helped the industry reduce energy use and increase the share of blended cement. Three structural changes have rendered them incomplete as sole measures of success.
First, carbon now carries a real or opportunity cost. Plants that improve volume or lower cash cost while raising or stagnating emissions intensity create a hidden liability that will surface as CCTS trading matures and as green procurement expands.
Second, lower-carbon products such as LC3 and high-performance blended cements are creating differentiated market segments. Customers in infrastructure, real estate and export-oriented construction are beginning to specify embodied-carbon limits.
Third, investors and lenders increasingly treat carbon intensity as a financial risk factor. Traditional KPIs can mask the divergence between short-term cash profit and long-term carbon-adjusted value.

What is carbon-adjusted profitability?
Carbon-adjusted profitability evaluates normal profit after explicit adjustment for carbon performance. A practical expression is:
Carbon-Adjusted EBITDA = Conventional EBITDA – Carbon Cost + Green Premium Income
Carbon cost may be an internal carbon price, the actual cost of purchasing Carbon Credit Certificates under CCTS, or the opportunity cost of high emissions relative to peers. Green premium income arises when customers pay more for verified lower-carbon cement or when the company sells surplus credits. Tracking both conventional and carbon-adjusted profit side-by-side gives management a clearer picture of value creation under evolving market rules.

Table 1. Traditional KPIs versus Carbon-Adjusted Leadership Metrics
Traditional Focus New Leadership Metric Why It Matters
Specific energy consumption Emissions intensity (kg CO2/t cement) Directly linked to future CCTS and CBAM costs
Kiln utilisation Carbon-adjusted contribution margin Reveals true value of incremental volume
Clinker factor Share of lower-carbon products sold (incl. LC3) Measures commercial success of the transition
Power cost per tonne Effective carbon cost per tonne sold Expose hidden liabilities
Absolute EBITDA Carbon-adjusted EBITDA + green premium Aligning profit with future market reality

LC3: Technical foundations and performance advantages
LC3 is a ternary blended cement that typically combines approximately 50 per cent clinker, 30 per cent calcined clay, 15 per cent limestone and 5 per cent gypsum (the classic LC3-50 formulation). The decisive technical advantage is that clay is calcined at 700–850 °C, far below the 1,450 °C required for clinker production. This lower temperature, together with the substantial reduction in clinker content, delivers CO2 reductions of 30–40 per cent relative to ordinary Portland cement (OPC).
Chemistry is synergistic. Calcined kaolinitic clay (metakaolin) reacts with calcium hydroxide from clinker hydration and with limestone to form additional C-A-S-H gel and carboaluminate phases. These phases densify the microstructure, reduce porosity and improve durability.
Field experience shows superior resistance to chloride ingress, sulphate attack and alkali–silica reaction. Early-age strength can match OPC with high-reactivity clays; later-age strengths routinely meet 42.5 and 52.5 grade requirements.
Importantly, LC3 does not require high-purity kaolin. Clays with 40 per cent or even lower kaolinite content can be activated successfully, expanding raw-material availability across India. Calcination can use adapted rotary kilns or dedicated flash calciners, making the technology compatible with existing plant infrastructure and far less capital-intensive than carbon capture.
Economic analyses show that LC3 can be produced at equal or lower cost than OPC in many locations because of reduced energy demand and cheaper clay. Life-cycle assessments consistently report 30–40 per cent lower embodied CO2 per tonne of cement.
Table 2. Comparative profile: OPC versus LC3-50
Parameter OPC LC3-50
Typical clinker content ~95 per cent ~50 per cent
CO2 emissions (relative) Baseline (≈0.85 t CO2/t cement process + fuel) 30–40 per cent lower
Clay calcination temperature Not applicable 700–850 °C
Key hydration products C-S-H, portlandite, ettringite C-A-S-H + carboaluminates
Chloride & sulphate resistance Good Superior
Production cost potential Baseline Equal or lower in most locations
Infrastructure compatibility Existing High (minor adaptations)

In India, commercial adoption has begun in earnest. JK Cement commenced the first commercial production of LC3 in the Indian subcontinent at its Mangrol plant in Rajasthan in 2025 under BIS standard IS 18189.
By early 2026, approximately 2,000 tonnes had been produced and sold, avoiding an estimated 500 tonnes of CO2. JK Lakshmi Cement followed with commercial launch of its Green PRO LC3 grade from the Jaykaypuram plant. As of mid-2026, two producers are supplying LC3 to the market. The first large-scale infrastructure application is the Noida International Airport (Jewar), where LC3 was used in the runway and a building complex, demonstrating full constructability and performance under demanding conditions. These early volumes are still small relative to national cement demand, but they mark the critical transition from pilot to commercial reality. Companies that scale capacity now will be positioned to capture both CCTS credits and emerging green-procurement demand.

Why the shift is accelerating
According to the World Bank’s State and Trends of Carbon Pricing 2026, direct carbon pricing now covers nearly 30 per cent of global greenhouse-gas emissions and generated more than US$107 billion in public revenue in 2025. The average global carbon price stands at approximately US$21 per tonne, although regional prices vary widely.
In Europe, the EU ETS price has traded near €80–85 per tonen in mid-2026. Free allocation for cement is being withdrawn in parallel with CBAM. European producers therefore face a clear signal: every tonne of avoided CO2 improves both compliance and competitiveness. Holcim has scaled calcined-clay production, including Europe’s first dedicated line at Saint-Pierre-la-Cour (France) and a second line in the Czech Republic (2026). Heidelberg Materials, Cementir (FUTURECEM) and others have commercialised low-clinker calcined-clay blends across multiple markets, showing that carbon-adjusted profitability is already reshaping capital allocation in the world’s most mature carbon market.India’s CCTS is now operational. Binding emission intensity targets apply to 186 cement facilities for FY 2025–26 and FY 2026–27. Average required reductions for integrated plants are modest (around 2.7 per cent by FY 2027), yet the direction is clear.
Trading of Carbon Credit Certificates is expected in the second half of 2026, with early prices likely in the `800–1,500 per tonne range. Plants that outperform targets can sell credits; those that underperform must buy them or face compensation. Cement is well positioned to be a net supplier of credits if clinker factor continues to fall through LC3 and other low-clinker systems.

Way forward for India
India starts from a strong baseline, world-class energy efficiency and a clinker factor already lower than the global average. The next competitive frontier is the deliberate reduction of process emissions through clinker substitution at scale. LC3 is uniquely suited to Indian conditions because suitable clays are widely distributed, the technology fits existing kiln and grinding infrastructure, and the resulting product can meet the performance demands of both infrastructure and building construction.
A practical national pathway contains five interlocking elements:

  1. Standards and acceptance: Accelerated finalisation and promotion of BIS specifications for calcined-clay and limestone–calcined-clay cements will remove a key barrier to commercial uptake. Alignment with European practice (EN 197-5) can facilitate knowledge transfer and export readiness.
  2. Supply-chain development: Investment in flash calcination capacity and systematic characterisation of regional clay deposits will secure reliable, low-cost feedstock. Existing rotary kilns can be adapted for initial volumes while dedicated calciners are built.
  3. Incentive alignment: Part of variable compensation for plant managers, sales teams and senior leadership should be linked to emissions intensity reduction and to the volume of lower-carbon products (including LC3) sold. Without this link, traditional volume and cost targets will continue to dominate behaviour.
  4. Product-level carbon accounting: Reliable measurement of emissions intensity at the individual cement grade level, supported by third-party verification where required, is essential for both CCTS compliance and credible green claims.
  5. Demand-side pull: Green public procurement policies that specify maximum embodied-carbon thresholds for major infrastructure projects will create a predictable market for LC3 and other low-carbon cements, accelerating scale and cost reduction.
    Companies that treat LC3 as a strategic product line rather than a niche offering will be better positioned to generate surplus Carbon Credit Certificates, capture any emerging green premium, and protect margins as carbon costs rise.

Organisational changes required
Technical capability alone is insufficient. Three organisational shifts are required.
Daily management: Emissions intensity must appear on the same daily and monthly dashboards as heat consumption, power consumption and utilization. Plant reviews should examine both conventional and carbon-adjusted results.
Incentives: A meaningful portion of bonuses for plant heads, technical teams and sales leadership should be tied to lower emissions intensity and successful commercialisation of LC3 and other low-carbon grades.
Commercial approach: Sales teams need clear volume and pricing targets for lower-carbon products, supported by technical service that helps customers specify and place the material correctly. Without commercial pull, excellent technical performance remains under-utilised.

Table 3. Three-stage roadmap to carbon-adjusted profitability
Time Horizon Priority Actions Expected Outcome
Next 12 months Add emissions intensity to plant dashboards; establish internal carbon price; initiate LC3 pilot production and customer trials Visibility and early organisational learning
12–24 months Revise incentive systems; scale LC3 and other low-carbon grades to key accounts; secure third-party verification capability People and sales aligned with carbon goals
24–36 months Embed carbon-adjusted metrics in board reporting and capital allocation; expand calcined-clay capacity Full system integration and competitive advantage

Questions senior leaders should ask
Boards can accelerate the transition by insisting on answers to a short list of questions:
• Is our carbon-adjusted profit improving, stable or declining relative to conventional EBITDA?
• Did recent volume growth improve or worsen our emissions intensity?
• What share of sales already comes from lower-carbon products, including LC3, and what is the trajectory?
• How exposed is our capital expenditure plan to rising carbon costs under CCTS and potential CBAM-related requirements?
• Do our incentive systems still reward only volume and cost, or have they been updated to include carbon performance?
Treating carbon with the same seriousness as energy cost or kiln utilization does not diminish operational excellence; it expands the definition of excellence to match the new competitive reality.

Looking ahead
By 2030 the gap between leading and lagging cement companies will not be decided by who records the lowest specific heat consumption. It will be decided by who delivers the strongest carbon-adjusted profits.
Absolute emissions may still rise as national production grows. That is not the issue. Companies that reduce intensity year after year and successfully sell cleaner products will pull ahead in both domestic and export markets. Those that do not will fall behind, even if their traditional efficiency numbers look strong.
Operational excellence built the Indian cement industry. It remains the foundation. It is no longer the complete picture. Carbon-adjusted profitability is the clearer measure of success.
LC3 is not a distant technology. It is available now. It cuts CO3 by 30–40 per cent, works with existing plants, and is already in commercial production in India. Companies that treat it as a strategic product, not a pilot, will protect their margins and generate tradable credits.
Leaders who act now will place carbon metrics on daily dashboards, link incentives to intensity reduction and LC3 sales, invest in calcined-clay capacity, and build commercial capability to sell lower-carbon products. They will shape the next chapter of the industry.

References

  1. World Bank. (2026). State and Trends of Carbon Pricing 2026. Washington, DC: World Bank Group.
  2. International Carbon Action Partnership (ICAP). (2026). India Carbon Credit Trading Scheme – Status and Coverage. Berlin: ICAP.
  3. Ministry of Environment, Forest and Climate Change / Bureau of Energy Efficiency. (2025). Greenhouse Gases Emission Intensity Target Rules, 2025. New Delhi: Government of India.
  4. Scrivener, K., Martirena, F., Bishnoi, S., & Maity, S. (2018). Calcined clay limestone cements (LC3). Cement and Concrete Research, 114, 49–56.
  5. RMI. (2024). The Business Case for LC3. Rocky Mountain Institute.
  6. European Commission. (2026). EU Emissions Trading System – Allowance Price Data and Free Allocation Phase-out Schedule. Brussels.
  7. Holcim. (2025–2026). Scaling Calcined Clay for Sustainable Building – Corporate Updates on European and Latin American Capacity. Zurich: Holcim Ltd.
  8. LC3 Project / EPFL. (2026). LC3 – A Guide to Best Practices for Scalable, Affordable and Sustainable Low-Carbon Building. Lausanne: École Polytechnique Fédérale de Lausanne.
  9. Business Today / Industry Reports. (2026). First Large-Scale LC3 Application at Noida International Airport, Jewar. New Delhi.
  10. NITI Aayog / Industry Analyses. (2026). Roadmap and Baseline Performance Indicators for the Indian Cement Sector. New Delhi.
  11. Springer / Innovative Infrastructure Solutions. (2026). LC3 Systems: A Review of Chemistry, Performance, Durability and Sustainability toward Market Adoption.
  12. Cementir Holding / Industry Sources. (2025–2026). FUTURECEM and Related Low-Clinker Technologies in Europe.
  13. Climate Risk Horizons & Independent Analyses. (2026). Assessment of Emission Intensity Targets under India’s CCTS for Cement and Other Hard-to-Abate Sectors.
  14. GCCA / TERI. (Various years). Decarbonization Roadmaps for the Indian Cement Industry.
  15. EN 197-5:2021. Cement – Part 5: Portland-composite cement CEM II/C-M and Composite cement CEM VI. European Committee for Standardization.

Continue Reading

Concrete

More Oversight Makes Cement Plants Less Safe

Published

on

By

Shares

Dijam Panigrahi makes a counterintuitive but data-backed argument that routing every sensor alert through human approval does not make cement plants safer.

India’s cement industry has spent the last two years wiring kilns, mills and coolers with sensors and automated control systems, and the safety case for doing so is strong on paper. Contract workers still make up the majority of the industry’s workforce, and fatal accidents remain a recurring problem. The Indian National Cement Workers Federation has noted that around 83 per cent of workers in the sector hold precarious positions, a fact that resurfaced after an oxygen cylinder explosion killed three contract workers at a plant in Chhattisgarh.
Industry tallies compiled by IndustriALL found cement plants recorded at least seventeen accidents in one year with 21 workers killed, and ten accidents the following year with nine killed, most of them contract staff. Automated monitoring, in theory, closes that gap. A sensor never gets complacent and never skips a check because a shift is short staffed.
However, plants that respond by routing every anomaly reading to a person for approval are quietly building a system that fails the same way understaffing does. When operators receive dozens of flagged deviations a shift, most of them minor, they learn a simple lesson: the fastest way through the queue is to approve without reading closely. The safety benefit disappears, not because the technology failed, but because the humans supervising it adapted to the volume.

Why alerts get ignored
A study cited by manufacturing technology publisher Applied SmartFactory found more than 95 per cent of alarms in a semiconductor fab were low priority, and only about 4 per cent ever triggered an action, with just 100 out of 5,000 alarms accounting for 70 per cent of all alarm activity. The mechanism is the same whether the trigger is a vibration sensor or an AI model flagging a kiln temperature swing. Once the ratio of noise to signal crosses a threshold, workers stop treating the system as a decision aid and start treating it as a formality to clear.
The scale of AI deployment underway makes this more than a theoretical risk. Stanford’s 2026 AI Index Report found organisational adoption of AI has reached 88 per cent, even as documented AI incidents rose to 362 in 2025, up sharply from 233 the year before, according to analysis of the report. The Index also found only about a third of organisations have adopted a formal governance framework, with NIST’s AI Risk Management Framework cited by 33 per cent and ISO/IEC 42001 cited by 36 per cent.
Most manufacturers are deploying monitoring systems faster than they are building the judgment for when a flagged event actually needs a person’s attention. In India, plants run by JK Cement have begun pairing CCTV feeds with AI to define safe zones around heavy machinery, a promising direction that still depends on operators trusting and reading the alerts the system generates.

A three-tier model for cement plant
The fix is not less monitoring or more monitoring. It is classifying decisions by risk and by novelty, rather than treating human oversight as a single switch that is either on or off. A workable model sorts factory floor events into three tiers.
The first tier, proceed, covers deviations the plant has seen before that fall within known safe bounds, such as a kiln feed rate adjustment within an established range. These should run without a stop for approval, because routing them to a person only trains that person to click through.
The second tier, pause, covers events that are unusual but not yet dangerous, such as a vibration reading trending toward a limit or a fuel blend shifting outside its typical mix. These warrant a brief human check before the system proceeds, giving an operator the chance to apply judgment the model does not yet have.
The third tier, escalate, covers events that are both high risk and unfamiliar, such as a pressure reading combined with a temperature spike that has no close precedent in the plant’s history. These should stop the process entirely and require a decision from someone with the authority to shut down a line.

Who should set the threshold
Where these tiers get drawn matters as much as the framework itself. Threshold setting is frequently handed to the vendor supplying the monitoring software or to a plant’s IT department, both of which understand the technology but not the specific tolerances of a given kiln, mill or line. Operations staff, who know that a particular grinding unit runs hotter under monsoon humidity or that a calciner behaves differently after a refractory reline, are better positioned to calibrate what counts as routine on their own equipment.
Handing threshold ownership to operations does not remove IT or vendors from the process, but it puts the calibration decision closest to the people who live with its consequences on the floor.

Signals that oversight is actually working
A few concrete indicators reveal whether a monitoring setup is functioning as intended or simply providing the appearance of safety. The escalation rate over time is the first: a rate that stays flat or climbs slowly as operations mature is healthy, while one that spikes and then falls sharply often means operators have started overriding the system rather than engaging with it. Time to resolution is the second: escalations that take progressively longer to close suggest fatigue or confusion about ownership, not diligence. The third, and most telling, is how accurate the system’s own uncertainty estimates turn out to be, meaning whether events flagged as high risk actually correlated with real incidents, and whether events waved through stayed incident free. A system whose escalations do not track with actual outcomes trains operators toward the same complacency that unmonitored equipment produces.
None of this argues against automation in Indian cement manufacturing, where a labor structure built on contract work and a track record of serious accidents make better monitoring an urgent need. It argues for treating human oversight as a design problem with three distinct settings, rather than a single
dial turned up whenever a plant wants to look safer on paper.

About the author:
Dijam Panigrahi, Co-founder and COO, GridRaster, is a spatial computing platform for industrial enterprises and manufacturers.

Continue Reading

Concrete

The biggest gap arises from inconsistent leadership

Published

on

By

Shares

Anuj Kumar Mathur, Safety Consultant, stresses on the importance of closing the enduring gap between what safety systems say on paper and what actually happens on the plant floor.

Robust safety manuals, certified PPE and digital monitoring systems mean little if the culture on the plant floor does not enforce them. Safety Consultant Anuj Kumar Mathur has spent enough time in high-risk operations to know precisely where that gap opens and why it persists. In this exclusive interaction, he suggests feasible ways to strengthen the safety culture at a manufacturing unit.

Having led safety across high-risk fuel operations, what lessons can the cement industry adopt to strengthen its safety culture beyond regulatory compliance?
Beyond regulatory compliance, the cement industry should embed visible leadership commitment, proactive risk assessment, process safety management, strong contractor control, near-miss learning, and employee engagement to build a resilient safety culture that prioritises prevention, operational discipline and continuous improvement over mere compliance.

As cement plants become increasingly automated and digitally connected, how should organisations redefine their approach to process safety and operational risk?
As cement plants become increasingly automated, organisations should integrate process safety with digital risk management by strengthening cybersecurity, real-time monitoring, predictive maintenance, management of change and workforce competency to ensure safe, reliable and resilient operations.

What are the most common gaps between having robust safety systems on paper and achieving consistent safety performance on the ground?
The biggest gap arises from inconsistent leadership commitment on ground, weak safety culture, inadequate supervision, poor risk communication, insufficient workforce engagement specially, ineffective training and failure to translate procedures into disciplined execution, accountability and continuous monitoring at the operational level.

How can cement manufacturers better integrate contractor safety, leadership accountability and workforce behaviour to build a truly zero-harm workplace?
Manufacturers can achieve a zero-harm workplace by enforcing uniform safety standards for employees and contractors, strengthening leadership accountability, promoting proactive hazard reporting, enhancing competency through continuous training and fostering a culture where safe behaviour is recognised, expected and consistently practiced

What emerging technologies and safety practices do you believe will have the greatest impact on risk prevention in cement manufacturing over the next decade?
Artificial intelligence, IoT-enabled monitoring, predictive analytics, digital twins, wearable safety devices, drones, robotics and advanced process automation will significantly enhance hazard detection, predictive maintenance, real-time risk management, and worker protection, enabling safer and more resilient cement manufacturing.
IoT-enabled monitoring is the use of interconnected sensors and smart devices to continuously collect, transmit and analyse real-time data from equipment, processes and the work environment. This enables early detection of unsafe conditions, equipment failures, or abnormal operating parameters, allowing timely intervention before incidents occur.
In cement manufacturing, IoT-enabled monitoring can be used for:
• Monitoring kiln, crusher, and mill temperatures, pressures, and vibrations.
• Detecting overheating of bearings and motors to prevent failures.
• Monitoring dust concentration, gas leaks (CO, SO2, NOx), and oxygen levels.
• Tracking conveyor belt alignment and condition.
• Monitoring structural health of silos and
storage facilities.
• Tracking worker location and exposure to hazardous environments using wearable devices.
• Providing real-time alerts and predictive maintenance recommendations.


Benefits:
• Early hazard detection
• Reduced equipment downtime
• Improved process safety and reliability
• Lower maintenance costs
• Enhanced regulatory compliance
• Better decision-making through real-time data and analytics
In simple terms, IoT-enabled monitoring transforms periodic manual inspections into continuous, real-time surveillance of plant safety and equipment health.

Continue Reading

Video Thumbnail

    SIGN-UP FOR OUR GENERAL NEWSLETTER


    Trending News

    SUBSCRIBE TO THE NEWSLETTER

     

    Don't miss out on valuable insights and opportunities to connect with like minded professionals.

     


      This will close in 0 seconds