Deepak Aggarwal · Singapore · Global

The Decision Architect

Founder, LumaThink, Singapore · Author, When Decisions Break

Deepak Aggarwal works on Decision Engineering™ applied to institutions — how institutional purpose and policy become actual human and automated decisions, where that chain breaks, and how control can be rebuilt.
Twenty-five years across financial services and healthcare, in 25+ jurisdictions — institutional transformation, operating models, regulatory environments and complex programmes. He developed the Decision Integrity Chain™ and the Fiduciary Gap™. Based in Singapore, working globally.
// The practitioner

Built from practice, before it had a name.

Over 25+ years, Deepak has worked across financial services and healthcare in Asia-Pacific, Europe and North America, spanning institutional transformation, financial-market infrastructure, operating models, regulatory environments and technology-enabled change.

Across that work, one problem kept recurring: the distance between what leadership decided, what policy intended, what systems encoded, what people interpreted and what ultimately happened.

That recurring institutional problem became the foundation for Decision Engineering™.

25+Years · FSI & Healthcare
25+Jurisdictions engaged
$500M+Programme spend led
650+Professionals led across programmes
8Published SSRN papers
// What the work became

Decision Engineering™

Decision Engineering™ examines how institutional purpose and policy become actual human and automated decisions, where that chain breaks, and how control can be rebuilt.

He developed the Decision Integrity Chain™ and the Fiduciary Gap™, and the standard of replayability: whether an institution can reconstruct what was decided, who or what had authority, which rules and data shaped the outcome, what was executed and what happened next.

01 · TRACE

Follow the decision

From institutional purpose and strategy through rules, data, judgment, authority and execution.

02 · RECONSTRUCT

Replay what actually happened

Reconstruct the authority, rules, context, data, judgment and handoffs behind an outcome.

03 · CONTROL

Make intervention possible

Define where authority sits, where accountability remains and where a decision can still be challenged or stopped.

// Practitioner record

Practice across institutions, markets and regulatory environments.

Deepak's earlier practice spans core banking, lending, cards, payments, treasury, wealth, trading, insurance, financial-market infrastructure and healthcare transformation. He has worked with global and regional institutions, technology leaders and regulators across 25+ jurisdictions.

The scale matters because Decision Engineering™ did not begin as an abstract model. It emerged from repeated execution and governance problems observed across complex institutional environments.

Institutional transformationStrategy, platform modernisation, operating models and large-scale programmes across financial services and healthcare.
Governance & resilienceRegulatory remediation, operational resilience, accountability and the controls surrounding institutional execution.
Markets & infrastructureFinancial-market infrastructure and work across buy-side, sell-side and trading environments in 20+ markets.
Data & AI-enabled executionDecision-grade data, intelligent operating models, AI governance and the transition toward agentic systems.
// Research & writing

Practice became research. Research became a body of work.

Eight published SSRN papers examine replayability, protocol accountability, fiduciary gaps, institutional recoverability and the governance implications of autonomous execution. The wider Decision Engineering™ repository now spans 150+ institutional cases across banking, healthcare, AI governance, operations and transformation.

The book When Decisions Break translates the same problem for boards, executives and operators: why institutions lose control of their own decisions, and what it takes to get that control back.

Can your institution replay its most important decisions?
// Advisory

Singapore-based. Working globally. Independent practice.

Available for advisory, operating model, programme leadership and board-level engagements across institutional governance, transformation, operational resilience and AI-enabled decision systems.

Every term used across this work — replayability, the Decision Integrity Chain™, the Fiduciary Gap™, decision drift — is defined once in the glossary.