Adaptive Learning in Andhra Pradesh Shows Significant Gains

A Nobel laureate-led study highlights that Personalised Adaptive Learning (PAL) in Andhra Pradesh boosted math outcomes.

Adaptive Learning

Adaptive Learning Latest News

  • The Andhra Pradesh Personalised Adaptive Learning (PAL) programme is in the news after a Nobel laureate-led study found it significantly boosted students’ math learning outcomes.

Introduction

  • Education reforms in India have increasingly focused on leveraging technology to bridge learning gaps. 
  • One of the promising interventions in this space is Personalised Adaptive Learning (PAL), a digital model that tailors educational content to individual students’ needs. 
  • Andhra Pradesh has been at the forefront of implementing PAL, and a recent evaluation led by Nobel laureate Michael Kremer has revealed significant learning gains, especially in mathematics.

Personalised Adaptive Learning

  • Personalised Adaptive Learning refers to an educational approach where software dynamically adjusts content and difficulty levels according to the learner’s performance
  • This creates a customized pathway for each student, ensuring that those who lag receive additional support, while advanced learners are challenged further.
  • Key features of PAL include:
    • Gamification of concepts to enhance engagement.
    • Continuous assessment that adapts in real-time.
    • Use of digital devices such as tablets and laptops.
    • Focus on skill mastery rather than rote memorisation.
  • The Andhra Pradesh government, in collaboration with ConveGenius AI, introduced PAL in select schools to address the issue of low foundational numeracy and to improve overall math proficiency among government school students.

The Andhra Pradesh Experiment

  • The state government began implementing PAL in 2018, scaling it gradually to 500 schools. 
  • To scientifically measure its effectiveness, a Randomised Control Trial (RCT) was conducted across 120 government schools between 2023 and 2025.
    • Treatment group: 30 schools received PAL-equipped labs with tablets.
    • Control group: 30 schools without PAL for comparison.
    • Sample size: Around 6,800 students across Grades 6 to 9.
    • Intervention period: 17 months, with students spending an average of 35.3 hours on the software.
  • Each participating school had dedicated PAL labs with 30 tablets, and students engaged in two math sessions per week, each lasting 40 minutes.

Key Findings from the Study

  • According to the study, the PAL intervention yielded striking results:
    • Learning Gains: Students achieved the equivalent of 1.9 additional years of schooling compared to peers without PAL.
    • Faster Progress: Students using PAL learned at almost double the rate of those in the control group.
    • Impact by Grade: Gains were higher in younger grades (6 and 7) since students had greater access to devices.
    • Gender Gap: Girls benefited more than boys, largely due to higher usage hours.
    • Cost-effectiveness: Annual per-student implementation cost was estimated at $20-25, making it a scalable and affordable model.
  • Importantly, the evaluation was conducted independently and included external math assessments, ensuring the results were unbiased.

Broader Implications for India

  • The Andhra Pradesh model is being hailed as a proof of concept for technology-driven learning interventions in India. 
  • With nearly 45,000 government schools in the state, scaling PAL across all institutions remains a logistical challenge but holds significant promise.
  • Nationally, PAL can address:
    • The learning crisis highlighted by ASER reports, which repeatedly show low math and reading levels among Indian students.
    • The growing demand for EdTech solutions that complement traditional teaching.
    • The need for cost-effective scalable interventions to improve public education quality.

Future Outlook

  • The Andhra Pradesh government has announced plans to expand PAL to 1,224 schools, including PM-SHRI and residential schools. 
  • If successful, the intervention could serve as a national model for digital learning reforms.
  • Experts suggest that combining PAL with teacher training and infrastructure investment can transform India’s education system, equipping students with the critical skills needed for the 21st century.

Source: TH

Latest UPSC Exam 2025 Updates

Last updated on November, 2025

→ Check out the latest UPSC Syllabus 2026 here.

→ Join Vajiram & Ravi’s Interview Guidance Programme for expert help to crack your final UPSC stage.

UPSC Mains Result 2025 is now out.

UPSC Notification 2026 is scheduled to be released on January 14, 2026.

UPSC Calendar 2026 is released on 15th May, 2025.

→ The UPSC Vacancy 2025 were released 1129, out of which 979 were for UPSC CSE and remaining 150 are for UPSC IFoS.

UPSC Prelims 2026 will be conducted on 24th May, 2026 & UPSC Mains 2026 will be conducted on 21st August 2026.

→ The UPSC Selection Process is of 3 stages-Prelims, Mains and Interview.

UPSC Result 2024 is released with latest UPSC Marksheet 2024. Check Now!

UPSC Prelims Result 2025 is out now for the CSE held on 25 May 2025.

UPSC Toppers List 2024 is released now. Shakti Dubey is UPSC AIR 1 2024 Topper.

UPSC Prelims Question Paper 2025 and Unofficial Prelims Answer Key 2025  are available now.

UPSC Mains Question Paper 2025 is out for Essay, GS 1, 2, 3 & GS 4.

UPSC Mains Indian Language Question Paper 2025 is now out.

UPSC Mains Optional Question Paper 2025 is now out.

→ Also check Best IAS Coaching in Delhi

Adaptive Leaning FAQs

Q1. What is Personalised Adaptive Learning (PAL)?+

Q2. How was PAL implemented in Andhra Pradesh?+

Q3. What were the key outcomes of the study?+

Q4. Who conducted the evaluation of the PAL model?+

Q5. What is the cost of implementing PAL per student annually?+

Tags: adaptive learning mains articles upsc current affairs upsc mains current affairs

Vajiram Mains Team
Vajiram Mains Team
At Vajiram & Ravi, our team includes subject experts who have appeared for the UPSC Mains and the Interview stage. With their deep understanding of the exam, they create content that is clear, to the point, reliable, and helpful for aspirants.Their aim is to make even difficult topics easy to understand and directly useful for your UPSC preparation—whether it’s for Current Affairs, General Studies, or Optional subjects. Every note, article, or test is designed to save your time and boost your performance.
UPSC GS Course 2026
UPSC GS Course 2026
₹1,75,000
Enroll Now
GS Foundation Course 2 Yrs
GS Foundation Course 2 Yrs
₹2,45,000
Enroll Now
UPSC Mentorship Program
UPSC Mentorship Program
₹65000
Enroll Now
UPSC Sureshot Mains Test Series
UPSC Sureshot Mains Test Series
₹25000
Enroll Now
Prelims Powerup Test Series
Prelims Powerup Test Series
₹13000
Enroll Now
Enquire Now