What works in Lahore
All catalogues · Pakistan profile
Quality scores are 0–100 rubric scores; “strong evidence” reflects study design; adoptions count documented replications elsewhere. Know more
Evidence snapshot for Lahore
Lahore has piloted innovative technology solutions with measurable results in specific domains. Lahore's IoT-and-AI waste-route optimisation achieved a 32% improvement in collection-route efficiency, a 29% decrease in fuel consumption, and a 33% increase in waste-processing throughput across 10 pilot sites. The city is also home to government-backed startup incubators—Plan9 reports graduating over 1,100 startups network-wide and creating 24,000+ jobs since 2012, though independent reporting indicates 60–80% nationwide startup failure rates—and NIC Lahore has incubated 350+ startups and reports over Rs5 billion raised. However, the evidence quantifies outcomes only for these specific interventions; broader city-level impacts remain unmeasured.
Drawn from: Lahore's IoT-and-AI Waste Route Optimisation — 32% Route Efficiency Gain Across 10 Pilot Sites · JudgeGPT — a Nationwide Randomized Trial of Generative AI for Pakistan's Trial-Court Judges · Plan9 — Pakistan's Largest Government-Backed Tech Incubator · National Incubation Center (NIC) Lahore — Pakistan's Government-Backed Startup Incubator · Punjab's AI Facial-Recognition ‘Face Trace System’ for Police Suspect Identification · Liberty Market Urban Forest — Miyawaki Micro-Forest on a Lahore Traffic Island · University of the Punjab's AI Admission Assistant Chatbot
Generated from this place's cited practices only. Always check the linked sources.
Strengths & weaknesses vs peers
Strengths
Biodiversity — conservation / improvement, evidenced +18 pts 67 here · 48 average
Transferability / demonstrated replication +13 pts 73 here · 60 average
Transparency, fairness & accountability +13 pts 67 here · 54 average
Evidence of impact / measured results +9 pts 67 here · 57 average
Weaknesses
Inclusiveness / equity -9 pts 33 here · 43 average
Innovation -12 pts 50 here · 62 average
Equity & inclusion -17 pts 33 here · 50 average
Governance, capability & sustainability -22 pts 42 here · 64 average
Evidence of learning impact -26 pts 0 here · 26 average
Sustainability / continuity -28 pts 50 here · 78 average
Teacher capability & pedagogy -37 pts 0 here · 37 average
Transparency, ethics & data protection -47 pts 0 here · 47 average
Water & soil — retention, infiltration, erosion control -48 pts 0 here · 48 average
Score profile vs peers
Coloured bar: Lahore. Grey bar: peer average across the corpus. Both on a common 0–100 scale.
Points compare this place's average on each dimension with the average across all evaluated places, on a common 0–100 scale. Know more
Top good practices here
Lahore's IoT-and-AI Waste Route Optimisation — 32% Route Efficiency Gain Across 10 Pilot Sites · 80
JudgeGPT — a Nationwide Randomized Trial of Generative AI for Pakistan's Trial-Court Judges · 80
Plan9 — Pakistan's Largest Government-Backed Tech Incubator · 57
National Incubation Center (NIC) Lahore — Pakistan's Government-Backed Startup Incubator · 57
Punjab's AI Facial-Recognition ‘Face Trace System’ for Police Suspect Identification · 33
Liberty Market Urban Forest — Miyawaki Micro-Forest on a Lahore Traffic Island · 27
University of the Punjab's AI Admission Assistant Chatbot · 13
Each number is the practice's overall 0–100 quality score against its catalogue's rubric. Know more
Recommended to adopt or replicate
Transferable practices from elsewhere that address this place's gaps.
Ciudad Mujer — El Salvador's Integrated Women's Services Programme · fit 100/100
- Rated highly transferable
- Backed by strong evidence
- Addresses this place's weak dimensions
Already adopted in 3 other places
SASA! Community Mobilisation Programme against Intimate Partner Violence — Uganda · fit 100/100
- Rated highly transferable
- Backed by strong evidence
- Addresses this place's weak dimensions
Already adopted in 4 other places
Karya — Fair-Wage AI Data-Work Platform Bringing Digital Income to Rural India · fit 100/100
- Backed by strong evidence
- Addresses this place's weak dimensions
safe+natal — Comadrona-Designed Smartphone Checklist for Maternal Risk Screening in Rural Guatemala · fit 100/100
- Backed by strong evidence
- Addresses this place's weak dimensions
Digital Green — Video-Mediated Agricultural Extension · fit 100/100
- Backed by strong evidence
- Addresses this place's weak dimensions
Kartu Prakerja – National Digital Skills and Financial Inclusion Programme · fit 100/100
- Backed by strong evidence
- Addresses this place's weak dimensions
Rwanda's Land Tenure Regularization Programme — Titling Land in Women's Names · fit 90/100
- Rated highly transferable
- Backed by strong evidence
- Addresses this place's weak dimensions
- Rated highly transferable
- Backed by strong evidence
- Addresses this place's weak dimensions
Already adopted in 6 other places
Fit estimates how well a practice matches this place, 0 (poor) to 100 (excellent); the list is ordered to favour practices that address this place's gaps. Know more