Portfolio Intelligence 2024-2025
The telecom commercial team asked a harder question than skill scoring: which behaviors mathematically move revenue, conversion, and customer reach. AMBIZ answered with predictive modeling, regression, and a clear commercial formula.
Predictive sales science
The commercial organization was already measuring competencies. The real gap was knowing which specific behaviors could explain differences in sales conversion, revenue contribution, and breadth of customer coverage across the sales force.
Predictive sales science
AMBIZ combined online assessment data, situational judgement tests, and 360-degree feedback into a predictive modeling workflow using XGBoost and multiple linear regression. The goal was practical: move from generic assessment to a commercial formula leadership could use.
Predictive sales science
The deck shows a model fit of 85.6 percent for sales conversion and a direct revenue formula in which Communication and Influencing predicts an additional 190.3K per point. It also surfaced a counterintuitive finding: over-weighting strategic account management can suppress raw coverage, forcing a sharper training strategy.
Interactive evidence graph
Selected signal
Predictive model fit 85.6% R2Model accuracy shown on the portfolio slide for conversion prediction.
Bar widths normalize mixed units for quick comparison. Use the labels for actual values.Interactive portfolio matrix
The 2024-2025 portfolio shows AMBIZ repeatedly combining predictive analytics, behavior measurement, and applied gamification across telecom, energy, maritime, FMCG, and financial services.
| Industry | Predictive Analytics | Gamification at Scale | 360 Assessment | Competency Shift | Revenue / ROI Impact | High NPS |
|---|---|---|---|---|---|---|
| Telecommunications | ✓ | ✓ | ✓ | ✓ | +190.3K | ✓ |
| Energy & Mining | ✓ | – | ✓ | ✓ | – | – |
| FMCG | ✓ | 225K+ | ✓ | ✓ | – | ✓ |
| Maritime | ✓ | – | ✓ | ✓ | – | – |
| Financial Services | ✓ | – | ✓ | 28% -> 78% | ✓ | – |
Related insights
Execution that keeps delivering after we leave.
Headquarter
Sopo Del Office Towers
Mega Kuningan, Jakarta Selatan
Indonesia
The AMBIZ Group
AMBIZ Indonesia — Execution Partner
RESPONS — Family Business Advisory
AMBIZ Research & Technology — Scalable Tools
AMBIZ Ltd · Abu Dhabi — GCC Bridge
Contact
Sopo Del Office Towers
Mega Kuningan, Jakarta Selatan
Indonesia
Al Sarab Tower, Al Maryah
ADGM, Abu Dhabi, UAE
hello@ambiz.com
AMBIZ is an execution partner for complex organisations. We install working systems that keep delivering results after we leave.
All content, materials, and intellectual property on this website are protected under Indonesian
copyright law (Undang-Undang Nomor 28 Tahun 2014 tentang Hak Cipta). Unauthorized use, reproduction, or
distribution of any materials without prior written permission from AMBIZ is strictly prohibited. AMBIZ
complies with applicable laws and regulations in the Republic of Indonesia, including data protection
provisions under Undang-Undang Nomor 27 Tahun 2022 tentang Pelindungan Data Pribadi. Any personal
information collected through this website is used solely for communication and engagement purposes in
accordance with our privacy policy.
© 2026 AMBIZ Group · PT Teknologi Berbagi Ilmu Pengetahuan · All rights reserved
