SEEEPC Survey 2024: A Policy White Paper on Caste-Based Disparities in Telangana

1. The Composite Backwardness Index (CBI): A Framework for Precision Governance

In the evolution of developmental strategy, the Government of Telangana has moved beyond the blunt instrument of absolute poverty metrics to adopt a framework of precision governance. Central to this transition is the Composite Backwardness Index (CBI), a multidimensional metric derived from the 2024 SEEEPC Survey. By synthesizing 42 parameters across 242 caste groups, the CBI provides a relative measure of backwardness rather than a mere snapshot of income. This data-driven approach allows for the identification of compounding disadvantages—social, educational, and infrastructural—that monolithic poverty data often obscures.

The current "State of the State" reveals a profound chasm in developmental outcomes. The disparity between social categories remains the most significant challenge to state-wide equity.

Table 1: Composite Backwardness Index (CBI) Scores by Social Category

Social Group	CBI Score (Higher = More Backward)
Scheduled Caste (SC)	96
Scheduled Tribe (ST)	95
Backward Class (BC)	86
State Average	81
General Caste (OC)	31

 

The strategic implications of this data are undeniable. With 135 castes—accounting for 67% of the total population—falling above the state average of backwardness, the traditional model of universal welfare is increasingly fiscally inefficient. When 99% of Scheduled Tribes and 97% of Scheduled Castes remain significantly more backward than the average citizen, the policy mandate must shift toward targeted developmental priority. These scores are not merely numbers; they are the result of structural barriers, beginning with a systemic educational divide that serves as the entry point for all subsequent inequality.

 

2. The Educational Divide: Evaluating Barriers to Social Mobility

Education serves as the primary determinant of caste-based social stratification and carries the highest weight in the CBI. In the modern economy, educational disparities function as a "pre-selection filter," automating the exclusion of marginalized castes from the professional economy long before they enter the labor market.

The Higher Education Gap

The disparity in higher education attainment represents a nearly insurmountable barrier to social mobility. While the state average for attaining a diploma or higher degree is 36.3%, the distribution is highly polarized. OC Komatis, OC Velamas, and OC Brahmins boast a 37% higher education rate. In contrast, the ST Kolams register a mere 4.4% rate, while SC Bedas and ST Gonds face similar levels of severe educational deprivation.

Private Schooling as a Compounding Advantage

Access to private education has become the ultimate differentiator of life-outcomes. While 38% of OC Brahmin children attend private or non-government schools, only 1% of ST Kolam children have access to the same. This gap is further exacerbated by the medium of instruction; 72% of OC Brahmins are educated in English, compared to just 11% of ST Kolams. This compounding advantage ensures that certain castes remain at the forefront of the globalized economy while others are relegated to its margins.

Educationally Critical Castes

The following clusters require immediate pedagogical intervention to disrupt the cycle of exclusion:

• BC-A Odde: Currently the most educationally disadvantaged major caste.
• ST Koya & ST Gond: Groups experiencing the highest school dropout rates in the state.
• BC-A Valmiki & BC-A Pitchiguntla: Scoring significantly higher in educational backwardness than even the state average for Scheduled Castes.

These educational outcomes dictate the subsequent occupational stability or precariousness of these communities.

 

3. Occupational Stratification: From Daily Wage Labor to Professional Security

Historical occupational roles in Telangana persist with startling tenacity, dictating economic vulnerability in the modern labor market. The transition from traditional roles to modern professional sectors remains the primary bottleneck for social integration.

Economic Precariousness and the Daily Wage Floor

The prevalence of daily wage labor serves as a direct indicator of economic risk. While only 2.6% of OC Brahmins rely on daily wages for survival, the BC-A Odde face a 55% dependency rate. High-risk profiles are concentrated in several SC/ST groups, including ST Kolams and SC Bedas, who serve as the state's primary providers of precarious manual labor.

The Professional Glass Ceiling

Access to secure government and private-sector roles reveals a stark numerical floor. Professional roles are dominated by OC Iyengars/Iyers, who hold government jobs at a rate of 17% (over six times the state average of 2.8%). Conversely, ST Kolams show near-zero representation at 0.6%, with BC-D Malis exhibiting similarly negligible presence. This exclusion from the professional pipeline ensures that marginalized groups lack the institutional influence necessary to drive community-level change.

The Traditional Occupation Trap

While some groups have migrated to modern sectors, others remain caught in the "Traditional Occupation Trap." The BC-A Rajaka (Washing) exhibit the highest rate of continuing traditional roles, followed by BC-A Nayi-Brahmin (Barbering) and BC-B Vadrangi (Carpentry). While these roles provide subsistence, they rarely offer the capital accumulation required for significant social mobility. This occupational stagnation is visibly manifested in the physical living conditions of these households.

 

4. Living Standards and Material Deprivation: The Infrastructure of Inequality

Living conditions—housing, sanitation, and utilities—are the most visible markers of long-term structural neglect. These metrics reveal the "infrastructure of inequality" that limits the dignity and health of marginalized households.

Basic Utility Deprivation

• Electricity: 27.6% of ST Kolam households lack electricity, a figure nearly five times the state average of 5.8%.
• Sanitation: 64% of ST Kolam households have no toilet access, reflecting multi-generational neglect. In contrast, OC Brahmins report only 2.8% deprivation.

Housing and Overcrowding

Overcrowding remains a hallmark of high CBI scores. While the state average for households living in two or fewer rooms is 63.5%, it surges to 86% for ST Kolams. This lack of space correlates directly with poorer educational and health outcomes.

The Water Access Gap

Access to tap water correlates nearly perfectly with the highest levels of backwardness. 64.7% of ST Kolam households lack tap water—more than three times the state average—further anchoring their high CBI scores in basic material deprivation. This lack of essential infrastructure reflects a broader failure in the accumulation of wealth and assets.

 

5. Land Ownership and Asset Inequality: The Legacy of Privilege

Land ownership remains the ultimate marker of intergenerational wealth, providing the primary economic buffer against external shocks.

Disproportionate Ownership

Land distribution is heavily skewed toward traditional land-owning groups. OC Reddys, representing 4.8% of the population, own 13.5% of the total land. Similarly, OC Velamas hold a disproportionate share. In contrast, the SC Madiga community, comprising 10.3% of the population, owns only 6.5% of the land.

The Asset Ownership Spectrum

The gap in discretionary purchasing power is best illustrated by the ownership of durable assets like cars and refrigerators.

Asset	High-Ownership Groups (OC Brahmin/Komati)	Low-Ownership Groups (ST Kolam/Gond)
Refrigerator	~42%	3.2% (ST Kolam)
Car	16.4% (OC Brahmin)	0.2% (ST Kolam)

 

Irrigated Land Disparity

The state average for irrigated land is a low 0.7 acres per family. Only a few elite castes—OC Velama, OC Reddy, and BC-B Perika—sit above this threshold, consolidating their agrarian and economic dominance through superior land quality.

 

6. Gender, Social Integration, and Financial Vulnerability

Gender-based metrics and social markers reveal the progressive or regressive nature of caste clusters, as well as their resilience to financial shocks.

• The Gender Education Gap: 83% of ST Kolam women have not studied beyond the 10th grade, compared to only 36.2% of OC Brahmin women.
• Social Rigidity: Urbanization has not moved the needle on social integration for dominant groups. While urbanized OC Iyengars/Iyers show the highest inter-caste marriage rate (12%), dominant land-owning groups like OC Velama (5.1%) and OC Reddy (4.4%) show surprisingly low rates, reflecting persistent social boundaries.
• Financial Fragility: Most SC/ST/BC groups remain dependent on informal moneylenders for medical or marriage expenses. SC Bedas show the highest dependency on such informal debt, lacking the collateral for institutional credit.

 

7. The Spatial Dimension: Navigating the Rural-Urban Backwardness Gap

Policy assumes that urbanization automatically erases backwardness. However, the SEEEPC data reveals a Caste-Geography Paradox. While 92% of the rural population belongs to BC/SC/ST groups and General Castes are 90% urbanized, the city does not always provide an advantage.

For certain castes, such as ST Lambadis and BC-B Kuruba Kuruma, urban dwellers are actually more backward than their rural counterparts. For the BC-B Kuruba Kuruma, the rural-urban gap is -17, meaning the urban population faces a significant "Urban Penalty," likely due to the loss of rural safety nets and concentration in urban slums. The CBI distance between castes is actually larger in urban areas than rural ones, proving that urbanization often amplifies rather than erases inherited disparities.

 

8. Empirical Rejection of the 'Casteless Poverty' Narrative

A central pillar of this strategy is the definitive rejection of the "casteless poverty" narrative. By isolating the "Extreme Poor" (<₹1L annual income), the 2024 survey confirms that identity remains the primary driver of outcome.

Poor vs. Poor: The Identity Factor

Indicator	General Caste (Poor)	Scheduled Caste (Poor)
Private School Access	34%	5%
Refrigerator Ownership	34%	14%

Even at identical income levels, a General Caste family has nearly seven times more access to private schooling than a Scheduled Caste family. Crucially, the Relative Ranking Stability of the 56 castes remains nearly identical whether analyzing the entire population or only the extreme poor. This proves that poverty is not a neutral economic state but is equally caste-ridden; therefore, income-based targeting alone is insufficient.

 

9. Strategic Priority Matrix: Micro-Targeted Resource Allocation

Genuine equity requires Micro-Targeted Resource Allocation based on the CBI quartile methodology. The following castes represent the highest level of compounded deprivation and must receive immediate priority.

High-Priority Targeted List (Top 10 Most Backward)

1. SC Dakkal (CBI: 116)
2. SC Beda (CBI: 113)
3. ST Nakkala (CBI: 112)
4. SC Sindhollu (CBI: 112)
5. BC-E Turaka Muslim (CBI: 111)
6. BC-A Pitchiguntla (CBI: 110)
7. BC-E Pakeerla (CBI: 110)
8. SC Mashti (CBI: 109)
9. BC-E Faqir Muslim (CBI: 108)
10. ST Chenchu (CBI: 108)

Actionable Focus for Top Targets

• SC Beda: Extreme backwardness across all indices. Primary focus must be on Housing and Sanitation infrastructure, as they suffer from the highest overcrowding and lack of basic utilities.
• BC-A Pitchiguntla: High scores in educational deprivation and gender inequality. Priority: Higher Education Scholarships and social programs targeting girl child marriage prevention.
• BC-A Odde: While not in the top 3 overall, they exhibit an extreme Assets and Education gap. Priority: Programs to facilitate the transition from Precarious Daily Wage/Traditional Labor to Skilled Employment, combined with movable property/asset accumulation grants.

Strategic Summary Strategic resource allocation must move beyond universalism to address these specific, identity-informed deprivation patterns. By prioritizing the most backward clusters through CBI-informed precision governance, Telangana can achieve a developmental model that is both fiscally responsible and socially transformative.