Skip to main content

Manufacturing, services: India's low-skill, middle-skill labour remains underemployed

By Francis Kuriakose*

The Indian economy was in a state of deceleration well before Covid-19 made its impact in early 2020. This can be inferred from the declining trends of four important macroeconomic variables that indicate the health of the economy in the last quarter of 2019.
According to the data released by the Ministry of Statistics and Programme Implementation (MoSPI), quarterly GDP growth rate, industrial output in eight core sectors, gross tax revenue, and demand for electricity had plummeted by the end of 2019 significantly from its previous trends to be noted as remarkable. Therefore, as far as the Indian economy was concerned, the Covid-19 pandemic and its long containment exacerbated an already dire situation.
The International Labour Organisation (ILO) and the Asian Development Bank (ADB), in their report no tackling the youth employment crisis in Asia and the Pacific’ released in 2020, estimate India’s youth unemployment at 32.5 percent with the loss of 6.1 million full time jobs mainly in agriculture, construction, and retail sectors as a result of the Covid-19 pandemic.
Although the lifting of the lockdown and the beginning of economic activity is important, revival of the health of the economy would require concerted policy action across many sectors with a long-term vision that anticipates economic opportunities and risks.

Impact of automation

The fourth industrial revolution is the broader context in which the problem is situated and policy solutions sought. There are three main waves that fourth industrial revolution brings for lower middle-income countries such as India. The first is automation and its associated job polarization that impacts both wage levels and the structure of employment.
In particular, automation in India has resulted in the change in labour composition as well as decline in labour productivity and labour share in income in medium-high technology manufacturing. Job polarisation is one of the impacts by which middle-skill jobs that require routine cognitive and manual applications are automated while high and low-skill occupations are preserved.
As job polarization co-exists with the excessive supply of secondary and tertiary educated labour force in India, educated middle-skill workers from middle-skill jobs have been pushed into relatively low-skill manufacturing and service occupations. 
Technology-related automation also makes traditional manufacturing vulnerable to shocks. In India, the transition of agricultural labourers often from rural and peri-urban areas to low-skill manufacturing sectors such as construction and textiles in urban areas signals distress in traditional manufacturing sector to provide employment to these groups. 
Therefore, the Indian unemployment problem in manufacturing and service sector from the skill-set perspective reveals that low-skill and middle-skill workers remain precarious and underemployed. 

Impact of big data

The second wave of technology is that of big data and the opening of new middle-market segments of consumer driven service sectors such as banking, finance, insurance, retail, healthcare and data analytics. Export-led industrialization as a strategy of economic development for middle-income countries is increasingly being questioned because of the decreasing levels of value added and employment growth in the manufacturing sector. 
Youth job losses and unemployment rate, estimates, 2020
The shift of manufacturing to relatively a small number of countries have also led to the concentration of manufacturing activities globally. The sluggish growth of manufacturing in middle-income countries has been partly as a result of declining demand due to low growth rates in high-income countries.
The rise of automation has also led to reshoring of parts of production back to high-income countries, depriving the middle-income countries of productivity and employment. Therefore, middle-income countries have increasingly examined development strategies through other means, that include turning to service sector, encouraging entrepreneurship in small and medium sectors and bundling services with manufacturing.
Demand management has been identified as an important factor in conceiving industrial policy. In this context, the advent of big data analytics opens up new market segments and introduces domestic market expansion as a strategy of economic development for middle-income countries poised with suitable human resources such as India.
The arrival of big data and the progressive digitalization of technology through internet-of-things (IoT), artificial intelligence (AI), and machine learning (ML) has resulted in two types of demand-led impacts in middle-income countries.
First, big data opens up new market segments in various sectors by creating heterogenous demand for differential varieties of existing product and services. Second, big data also opens up a new market for data analytics that permits the information technology industry to upgrade technology capability and diversify its product portfolio.
In the Indian data analytics industry, the presence of multi-product firms, an expanding domestic market, and presence of mature technology encourages demand-led product differentiation and competitive market.

Innovation capabilities

The third and the final wave is machine learning and internet-of-things capabilities. The beginning of this wave is already altering innovation spaces, research and development in medium to high-technology manufacturing in India, making them more competitive and export-oriented.
Another promising trajectory due to improved design capabilities is the upgrading of low-cost innovation projects. Frugal innovation is a type of design innovation approach in which low and middle-income economies provide a market to develop appropriate, adaptable, affordable, and accessible services and products. The focus on core functionality, performance optimization, and cost minimization differentiates frugality from a traditional mindset of innovation.
Compared to traditional innovation, frugal innovations have low technical intensity (relative volume of research and development expenditure) as well as technological complexity (number of internal components), but an inclusive impact on low-income or cost-conscious communities.
An increment in usability, quality, or price-differentiation of an original frugal innovation results in second-degree frugal innovation called reverse innovation. Reverse innovations are disruptive as new entrants into established markets. With an additional investment in technology and managerial competency, frugal innovations could be introduced among cost-conscious customers even in high-income economies.

New industrial policy agenda

It is clear from the detailed understanding of the context that India needs to invest in three broad areas if the objective is to use the fourth industrial revolution to encourage human-centered economic growth.
The first step is digital and research skilling of the tertiary educated workforce through expansive public and private investment in training. This approach involves large-scale investment by the public sector and the private firms. India has so far demonstrated a poor record in the investment on skill training provided by the private sector compared to competitors such as Vietnam or the Philippines.
The second step is to establish institutional linkages across universities, public and private research centers to encourage marginal innovation by developing new products, processes, and business models. This approach involves re-imagining the role of the state as innovation facilitator creating institutional channels that connect formal and informal sector as well as domestic and international players.
The third step is to focus on data governance issues such as localization as part of industrial and innovation policy. The inclusion of data in industrial policy involves serious and sustained conversation between various stakeholders to ensure equity and parity in participation and distribution of resources. In the era of digital platforms and algorithmic management, data governance has to be trodden with transparency and due consultation to make industrial policy work for small entrepreneurs, workers, and consumers as much as the big capital holders.
---
*Teaches at Kumaraguru College of Liberal Arts and Science, Bharathiar University, Coimbatore, Tamil Nadu; is advisor at Cambridge Development Initiative, United Kingdom. This article is based on Prof Kuriakose’s intervention at a webinar jointly organized by Impact and Policy Research Institute (IMRPI) and Counterview on Industrial Policy for Innovation and Employment Creation: Challenges and Way Forward towards Make in India & #AtmaNirbharBharat

Comments

TRENDING

Swami Vivekananda's views on caste and sexuality were 'painfully' regressive

By Bhaskar Sur* Swami Vivekananda now belongs more to the modern Hindu mythology than reality. It makes a daunting job to discover the real human being who knew unemployment, humiliation of losing a teaching job for 'incompetence', longed in vain for the bliss of a happy conjugal life only to suffer the consequent frustration.

Was Netaji forced to alter face, die in obscurity in USSR in 1975? Was he so meek?

  By Rajiv Shah   This should sound almost hilarious. Not only did Subhas Chandra Bose not die in a plane crash in Taipei, nor was he the mysterious Gumnami Baba who reportedly passed away on 16 September 1985 in Ayodhya, but we are now told that he actually died in 1975—date unknown—“in oblivion” somewhere in the former Soviet Union. Which city? Moscow? No one seems to know.

Love letters in a lifelong war: Babusha Kohli’s resistance in verse

By Ravi Ranjan*  “War does not determine who is right—only who is left.” Bertrand Russell’s words echo hauntingly in our times, and few contemporary Hindi poets embody this truth as profoundly as Babusha Kohli. Emerging from Jabalpur, Madhya Pradesh, Kohli has carved a unique space in literature by weaving together tenderness, protest, and philosophy across poetry, prose, and cinema. Her work is not merely artistic expression—it is resistance, refuge, and a call for peace.

Authoritarian destruction of the public sphere in Ecuador: Trumpism in action?

By Pilar Troya Fernández  The situation in Ecuador under Daniel Noboa's government is one of authoritarianism advancing on several fronts simultaneously to consolidate neoliberalism and total submission to the US international agenda. These are not isolated measures, but rather a coordinated strategy that combines job insecurity, the dismantling of the welfare state, unrestricted access to mining, the continuation of oil exploitation without environmental considerations, the centralization of power through the financial suffocation of local governments, and the systematic criminalization of all forms of opposition and popular organization.

The golden crop: How turmeric is transforming women's lives in tribal India

By Vikas Meshram*   When the lush green fields of turmeric sway in the tribal belt of southern Rajasthan, Madhya Pradesh, and Gujarat, it is not merely a spice crop — it is the golden glow of self-reliance. In villages where even basic spices once had to be bought from the market, the very soil today is yielding a prosperity that has transformed the lives of thousands of families. At the heart of this transformation is the initiative of Vaagdhara, which has linked turmeric with livelihoods, nutrition, and village self-governance — gram swaraj.

Echoes of Vietnam and Chile: The devastating cost of the I-A Axis in Iran

​ By Ram Puniyani  ​The recent joint military actions by Israel and the United States against Iran have been devastating. Like all wars, this conflict is brutal to its core, leaving a trail of human suffering in its wake. The stated pretext for this aggression—the brutality of the Ayatollah Khamenei regime and its nuclear ambitions—clashes sharply with the reality of the diplomatic landscape. Iran had expressed a willingness to remain at the negotiating table, signaling a readiness to concede points emerging from dialogue. 

Buddhist shrines were 'massively destroyed' by Brahmanical rulers: Historian DN Jha

Nalanda mahavihara By Rajiv Shah  Prominent historian DN Jha, an expert in India's ancient and medieval past, in his new book , "Against the Grain: Notes on Identity, Intolerance and History", in a sharp critique of "Hindutva ideologues", who look at the ancient period of Indian history as "a golden age marked by social harmony, devoid of any religious violence", has said, "Demolition and desecration of rival religious establishments, and the appropriation of their idols, was not uncommon in India before the advent of Islam".

The price of silence: Why Modi won’t follow Shastri, appeal for sacrifice

By Arundhati Dhuru, Sandeep Pandey*  ​In 1965, as India grappled with war and a crippling food crisis, Prime Minister Lal Bahadur Shastri faced a United States that used wheat shipments under the PL-480 agreement as a lever to dictate Indian foreign policy. Shastri’s response remains legendary: he appealed to the nation to skip one meal a day. Millions of middle-class households complied, choosing temporary hunger over the sacrifice of national dignity. Today, India faces a modern equivalent in the energy sector, yet the leadership’s response stands in stark contrast to that era of self-reliance.

False claim? What Venezuela is witnessing is not surrender but a tactical retreat

By Manolo De Los Santos  The early morning hours of January 3, 2026, marked an inflection point in Venezuela and Latin America’s centuries-long struggle for self-determination and independence. Operation Absolute Resolve, ordered by the Trump administration, constituted the most brutal and direct military assault on a sovereign state in the region in recent memory. In a shocking operation that left hundreds dead, President Nicolás Maduro and First Lady Cilia Flores were illegally kidnapped from Venezuelan soil and transported to the United States, where they now face fabricated charges in a New York federal detention facility. In the two months since this act of war, a torrent of speculation has emerged from so-called experts and pundits across the political spectrum. This has followed three main lines: One . The operation’s success indicated treason at the highest levels of the Bolivarian Revolution. Two . Acting President Delcy Rodríguez and the remaining leadership have abandone...