GIM Study on 2.86 Lakh Indian Teleconsultations: Gender Matching Often Lowers Patient Satisfaction

🚀 Telemedicine Boom in India: Transforming Access to Care

India's telemedicine landscape has exploded in recent years, driven by smartphone penetration, internet affordability, and the need for accessible healthcare in a country of 1.4 billion people. The market, valued at around USD 3.76 billion in 2025, is projected to surge to USD 20 billion by 2034, growing at a compound annual growth rate (CAGR) of over 20%. 78 75 Platforms like Practo, which provided the data for the landmark study discussed here, have facilitated millions of consultations, with online visits surging fourfold since the pandemic. In 2024 alone, Practo reported 240 crore rupees in revenue, up 22% year-over-year, underscoring the sector's profitability and scalability. 58

This digital shift addresses longstanding challenges: rural-urban disparities, doctor shortages (one doctor per 1,445 people against WHO's 1:1,000 norm), and cultural barriers to seeking care. Yet, as virtual consultations become the norm—91.3% of patients in one massive dataset reported positive experiences—questions arise about optimizing user experience. Enter a groundbreaking study from the Goa Institute of Management (GIM), challenging conventional wisdom on one key factor: doctor-patient gender matching.

Introducing the GIM Study: A Deep Dive into 286,000 Consultations

Published in the Journal of Medical Internet Research (JMIR) on January 20, 2026, 'Gender Concordance and Patient Outcomes in Indian Telemedicine' analyzes 286,196 anonymized teleconsultations from January 2023 to December 2024 across 20 specialties on a national platform. 54 Led by Dr. Nafisa Vaz, Assistant Professor of Healthcare Management at GIM, and Dr. Vishalkumar Jani from Practo Technologies, the retrospective cross-sectional study used binary logistic regression to assess how gender concordance—matching patients with same-gender doctors—affects satisfaction and self-reported recovery.

Data exclusions ensured robustness: pediatric cases (n=29,288) were dropped due to caregiver bias, and incomplete records (e.g., missing gender) were removed. The final sample represented diverse demographics, with 60.4% gender-concordant pairs. Patient satisfaction was measured on a 5-point scale (4-5 as 'good'), while recovery (Patient-Reported Medical Effectiveness, or PRME) came from day-21 follow-ups (n=1,170, or 0.4% response rate). 54

Controls included consultation duration, time of day, and physician experience, isolating gender's true impact. This rigorous approach, approved by GIM's institutional review board, provides gold-standard evidence from real-world data.

Key Findings: Gender Matching Often Lowers Satisfaction

Contrary to expectations from in-person care—where same-gender matches build trust amid cultural modesty norms—the study found gender concordance linked to lower patient satisfaction (odds ratio [OR] 0.87, 95% CI 0.85-0.90, p < 0.001). Overall, 91.3% reported good satisfaction, but discordant pairs (opposite genders) scored higher: 92.24% vs. 91.23% for concordant (z=8.753, p < 0.001). 54 53

• Male patients (91.98% good CSAT) preferred female doctors, citing superior communication and empathy.
• Female patients showed similar trends, though gyn was an outlier.
• Male doctors outperformed female ones overall (91.69% vs. 90.41%).

Recovery rates showed no significant GC effect (77.01% good PRME overall; OR 0.84, p=0.21). However, satisfaction powerfully predicted recovery (OR 20.13, p < 0.001), highlighting interaction quality's primacy. 54

Specialty-Specific Insights: Context Matters

Subgroup analysis of top specialties revealed nuances. Dermatology and ENT saw lower satisfaction with GC (OR 0.917 and 0.841, respectively, p < 0.05). Gynecology bucked the trend: female-female pairs had nonsignificantly higher satisfaction (OR 1.079, p=0.16) and marginally better recovery (OR 4.53, p=0.099). 54

This aligns with India's cultural fabric, where women often prefer female gynecologists for intimate issues, rooted in purdah traditions and modesty. General physicians (23% of sample) and dermatology (14%) showed broader discordant advantages, suggesting virtual settings reduce physical cues, elevating verbal empathy.

Dr. Vaz notes: "Male patients reported higher satisfaction when treated by female doctors, often citing better communication and empathy." In contrast, same-gender pairs may trigger 'expectation-surprise' mismatches, where anticipated rapport falls short. 53

Photo by Rahul Dolai on Unsplash

Why the Paradox? Communication Trumps Gender in Virtual Care

The 'gender concordance paradox' stems from telemedicine's unique dynamics: no body language, just voice and words. Studies on traditional care link GC to trust via shared experiences, but screens level the field, prioritizing physician communication competence (PCCM) and empathy. 54 Female doctors' perceived empathy edges out in discordant male-female dyads, per patient feedback.

Cultural context amplifies this: India's patriarchal norms historically gender care (male surgeons, female nurses), yet digital anonymity fosters openness. Prior research shows women delay gyn visits without female options, but here, satisfaction hinges on interaction, not identity. 100

Limitations include low PRME response (0.4%), binary gender (male/female), and single-platform data, but statistical power remains robust (n=286k).

Implications for Telemedicine Platforms and Policymakers

For platforms like Practo—eyeing a 2026 IPO with 30%+ CAGR—the findings urge ditching default GC algorithms. 55 Instead: patient-choice toggles, AI-flagged sensitive specialties, and empathy training. Read the full JMIR study for details. 54

Policymakers should integrate these into Telemedicine Practice Guidelines 2020 updates, promoting gender-sensitive designs amid Ayushman Bharat Digital Mission. Training curricula at institutes like GIM's PGDM Healthcare Management could emphasize virtual empathy, preparing managers for this shift.

GIM's Role: Pioneering Healthcare Research in Indian Academia

Goa Institute of Management, a premier B-school, shines through its Healthcare Management department. Dr. Vaz's work exemplifies how higher education drives evidence-based policy, collaborating with industry (Practo) for real-impact research. GIM's PGDM (HCM) equips non-medicos with skills for this sector, aligning with India's health-tech boom. 66

This study positions GIM as a leader, influencing curricula on digital health ethics and patient-centric design.

Stakeholder Perspectives: Doctors, Patients, and Experts Weigh In

Dr. Jani emphasizes: "Digital health cannot be culturally neutral. In India, gender dynamics shape virtual care in complex ways." 52 Patients echo: higher empathy from cross-gender docs surprises positively.

Experts call for balanced views: while gyn benefits from GC, broad matching risks suboptimal experiences. Future platforms could use ML for dynamic routing based on feedback.

Photo by Brett Jordan on Unsplash

Challenges and Solutions: Navigating Gender Dynamics Digitally

• Challenge: Cultural biases persist; 80% women prefer female gyn docs.
• Solution: Specialty-specific opt-ins, training modules.
• Challenge: Low follow-up rates limit recovery data.
• Solution: Incentivized surveys, AI nudges.
• Challenge: Scaling empathy in high-volume telecare.
• Solution: PCCM certification for physicians.

Actionable: Platforms audit satisfaction by dyad; educators embed findings in syllabi.

Future Outlook: Personalized, Empathetic Virtual Care

By 2030, telemedicine could handle 30% of India's consultations. This GIM study paves the way for AI-enhanced matching—beyond gender, factoring communication scores. Expect policy shifts, more research from Indian academia, and empowered patients choosing based on evidence, not assumption.

As Dr. Vaz concludes: GC is 'context-dependent'—prioritize training for trust-building in pixels. 53