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EducationAnimated race2023 → 2025

EDUCATION · SPM · MALAYSIA

Which schools led Malaysia's published SPM GPS tables?

A cross-system 2023–2025 race built from published GPS tables covering SBP, MRSM, private, tahfiz, religious and other schools. Lower GPS is better.

Pandai + PortalInfo + Cikgu Malaysia + CodeChu2 Oct 2026 · data through SPM 2025
SHOW ME THE DATA2023 → 2025 · Gred Purata Sekolah · lower is better
VIEW DATA ASSame source · different visual lens
PULSEKITA RACE2023 — 2025
P+P
SourcePandai + PortalInfo + Cikgu Malaysia + CodeChu
EDUCATION · SPM · MALAYSIA

Which schools led Malaysia's published SPM GPS tables?

2023
Gred Purata Sekolah · lower is better
Students in a Malaysian classroom
Maahad Tahfiz Negeri PahangWikimedia Commons · Commons-licensed image
1Maahad Tahfiz Negeri Pahang1.070
2Sekolah Sultan Alam Shah1.073
3Kolej Tunku Kurshiah1.248
4SM Sains Tuanku Munawir1.255
5Kolej Yayasan Saad Melaka1.257
6Sekolah Seni Malaysia Johor1.278
7Sekolah Seri Puteri1.282
8SM Imtiaz Kemaman1.324
9SBP Integrasi Gombak1.385
10SM Sains Kuala Terengganu1.401
11SM Sains Tuanku Aishah Rohani1.403
12SAM Bestari1.409
13Sekolah Tun Fatimah1.421
14SM Sains Kota Tinggi1.442
15SMKA Sultan Azlan Shah1.455
16SMK Agama Putrajaya1.465
17MRSM Tun Ghafar Baba1.490
18SBP Integrasi Kuantan1.504
19SMKA Kerian1.506
20SMK Bukit Jambul1.533
21Akademi Sains Pendang0.000
32SBP Integrasi Rawang0.000
23Kolej Melayu Kuala Kangsar0.000
27MRSM Kuala Kubu Bharu0.000
26MRSM Kepala Batas0.000
34SM Sains Hulu Selangor0.000
25MRSM Johor Bahru0.000
33Sekolah Tuanku Abdul Rahman0.000
31MRSM Ulul Albab Gemencheh0.000
30MRSM Taiping0.000
29MRSM Pengkalan Chepa0.000
36SM Sains Sultan Mahmud0.000
24Maahad Tahfiz Darul Ulum Al-Basriyah0.000
22Kolej Islam Sultan Alam Shah0.000
37SMA Al Maarif0.000
35SM Sains Sultan Haji Ahmad Shah0.000
28MRSM Langkawi0.000
202320232025
P+PPandai + PortalInfo + Cikgu Malaysia + CodeChuValues: Gred Purata Sekolah · lower is better
SourcePandai + PortalInfo + Cikgu Malaysia + CodeChu ↗2 Oct 2026 · data through SPM 2025LOW CONFIDENCE
Method & notes
IN BRIEF

Across the reviewed tables, different school systems repeatedly appear near the top — SBP, MRSM, private and tahfiz institutions — which is exactly why the source and year must stay visible.

METHOD & LIMITATIONS

How the numbers were calculated

PulseKita normalises school names across three broad published SPM GPS compilations for 2023, 2024 and 2025 so movement can be animated consistently. These are not official Kementerian Pendidikan Malaysia national rankings. The underlying tables combine different school systems and are best read as published-result comparisons, not a complete measure of school quality, admissions competitiveness or teaching effectiveness.

  • 2023: Maahad Tahfiz Negeri Pahang led the reviewed published table with GPS 1.070.
  • 2024: Akademi Sains Pendang led the reviewed published table with GPS 0.380.
  • 2025: Akademi Sains Pendang led the reviewed published table with GPS 0.910.
  • Lower GPS means a stronger average SPM result.
  • The public tables are incomplete representations of all Malaysian schools and may differ between publishers.
  • PulseKita preserves each year's published GPS values and does not fill missing schools with estimates.
  • This story should not be interpreted as an official KPM league table or as a recommendation of one school over another.

Evidence trail

EVIDENCE CHAINtransformation inherited from methodology
  1. 1
    Declared sourcePublished cross-system SPM school GPS compilations, 2023–2025
  2. 2
    TransformationPulseKita normalises school names across three broad published SPM GPS compilations for 2023, 2024 and 2025 so movement can be animated consistently. These are not official Kementerian Pendidikan Malaysia national rankings. The underlying tables combine different school systems and are best read as published-result comparisons, not a complete measure of school quality, admissions competitiveness or teaching effectiveness.
  3. 3
    Published visualAnimated race

Source

LOW CONFIDENCEunknown
COVERAGE2023 → 2025
UNITGred Purata Sekolah · lower is better
SOURCEunknown
UPDATED2 Oct 2026 · data through SPM 2025
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