Data Lake
CONCEPT
DATA ENGINEERING
A scalable enterprise repository capable of storing vast volumes of raw, unstructured, semi-structured, and structured data assets.
CONCEPT
INTELLIGENT AUTOMATION
Human Approval
A control requiring an authorised person to approve a proposed decision or action before a system executes it.
BUSINESS RELEVANCE
It can reduce manual work and cycle time while improving consistency, but it also concentrates operational risk if controls are weak.
IMPLEMENTATION EXAMPLE
A cross-functional team applies Human Approval in a production initiative, defines ownership and success criteria, tests representative scenarios, monitors outcomes and records corrective actions before scaling.
LIMITATIONS
Automating a poorly designed process can scale errors. Exceptions, changing systems and unclear accountability require ongoing maintenance and human intervention.
TECHNICAL EXPLANATION
A control requiring an authorised person to approve a proposed decision or action before a system executes it. Implementation requires defined triggers, inputs, rules, system permissions, exception paths, human escalation, audit logs and monitoring. Reliable automation is designed for retries, idempotency and recovery rather than only the happy path.
Secondary Topics
AI Governance, Cybersecurity
Sources
NIST — Cybersecurity and automation guidance — https://www.nist.gov/; IEEE — Software and systems standards — https://standards.ieee.org/
Related terms
Data Tokenization
CONCEPT
CYBERSECURITY
The security process of substituting sensitive data values with non-sensitive surrogate tokens to minimize breach liability.
Retrieval-Augmented Generation (RAG)
CONCEPT
INTELLIGENT AUTOMATION
An AI architectural pattern supplementing language models with factual external knowledge retrieval for accurate generation.
Revenue Intelligence
CONCEPT
REVENUE OPERATIONS
The discipline of analyzing customer interactions and sales telemetry to guide commercial forecasting and deal management.
Data Exfiltration
CONCEPT
CYBERSECURITY
The unauthorized, illicit retrieval, copy, or transmission of sensitive enterprise information from a secure corporate environment.