Tirupur Factories Deploy Skill-Score Matrix to Retain Workers

Five garment factories in Tirupur have adopted a digital tool that scores every operator's daily output and links promotion to measurable performance, rather than tenure or supervisor judgment. Victus Apparel, SCM Garments, Balu Exports, Aathava Garments and K.M. Knitwear are implementing the system in India's largest knitwear cluster.

The tools came from an unlikely source. Akshera Avanti Dineshkumar, a Grade XII student at The International School, Bengaluru, developed both frameworks during research at Victus Dyeings, her family's Tirupur company. Her father, Dineshkumar Loganathan, and mother, Kavitha Dinesh, supported the work.

What does the framework change for retention?

The first output is a Financial Literacy and People Well-being Framework. It addresses a specific gap: workers received salary, bonus, overtime, Provident Fund, ESI (state health insurance), gratuity and NATS-related government benefits without recognizing their cumulative value. The problem, as the research frames it, was communication, not compensation. Income tells a worker what she earns, while value helps her understand why it matters.

The framework uses visuals and rupee-based examples. The financial component covers salary, earned leave, gratuity, PF, ESI, paid maternity leave, attendance bonuses, performance-linked and referral incentives, retention bonuses and royalty rewards. The well-being component lists crèche facilities, safety, skill development and career growth. Mobilization teams now deploy it at the recruitment stage.

The company reports improved retention and easier recruitment conversations. Note the verb. No attrition figures appear anywhere in the material. "Reported improvements" from a family-owned unit remain unquantified until third-party data emerges.

How does the People Value Matrix work?

The second tool targets what the research calls the "pink-collar" problem: women dominate Tamil Nadu's shop floors but rarely reach supervisory roles. Akshera's paper, "The 'Pink Collar' Workforce: Analyzing the Glass Ceiling in Garment Factories in Tamil Nadu, India," appeared in the Seventh Sense Research Group's International Journal of Humanities and Social Science.

The matrix records quality and productivity data online in real time, converting it into a Skill Score per operation. Operators progress through four grades: C for new entrants, then B, A and J — Jumper status. Jumper status triggers consideration for team-leader promotion, anchoring the decision in recorded scores instead of subjective observation.

Above team leader, a defined ladder runs through Technician, Junior Executive, Executive, Senior Executive, Assistant Manager, Deputy Manager, Manager, Senior Manager, Assistant General Manager, Deputy General Manager and General Manager. Progression there depends on existing appraisal and succession systems, not the PVM. The matrix governs only the operator-to-leader transition — the single most difficult step for women in the hierarchy.

What is unverified?

Three caveats matter for sourcing teams watching this model. The five-factory rollout is described as underway, not completed. Retention gains carry no numbers. And the skill-scoring data sits with the employer, so external auditors cannot yet confirm objectivity claims. Sourcing executives under worker-wellbeing compliance pressure will want baseline attrition rates before crediting the framework.

Still, the design logic holds: transparent promotion criteria reduce the discretion that often blocks women's advancement in garment plants. If the five units publish attrition and promotion data, the Tirupur experiment could offer a replicable template for clusters facing identical labor shortages.

Whether competing Tirupur units adopt measurable promotion criteria beyond these five factories will test the framework's real reach.