SOC 13-1111 · Job decomposition
Management Analysts
What this job actually does, classified into Automate, Augment, and Human-only. Decomposed from 32 canonical roles mapped to this SOC across Nuvepro's real-world JD corpus.
898,280
U.S. employment
BLS OEWS
$101,860
Median annual wage
BLS OEWS
24%
AEI exposure
Anthropic Economic Index
773
Distinct tasks
From 32 roles
Task mix (by distinct task)
Automate · 34 (4%)
Augment · 535 (69%)
Human-only · 204 (26%)
Automate
12 of 34
AI does it end-to-end
- Set up monitoring dashboards and alerts for flows, APIs, and event-driven pipelines.48 jobs · 1 role · 90% confidence
- Build integration agents that generate initial iFlows from system and endpoint selections and naming conventions.46 jobs · 1 role · 98% confidence
- Create payload regression suites for integration testing.13 jobs · 1 role · 62% confidence
- Collect provider quality and risk adjustment performance data.11 jobs · 1 role · 100% confidence
- Summarize provider quality and risk adjustment performance data.11 jobs · 1 role · 73% confidence
- Set up monitoring dashboards for APIs.9 jobs · 1 role · 89% confidence
- Set up monitoring dashboards for event-driven pipelines.9 jobs · 1 role · 89% confidence
- Set up monitoring dashboards for flows.9 jobs · 1 role · 89% confidence
- Set up alerts for APIs.7 jobs · 1 role · 86% confidence
- Set up alerts for event-driven pipelines.7 jobs · 1 role · 86% confidence
- Set up alerts for flows.7 jobs · 1 role · 86% confidence
- Document business processes.6 jobs · 1 role · 67% confidence
Augment
12 of 535
Human + AI together
- Validate generated iFlows against enterprise standards.62 jobs · 1 role · 100% confidence
- Create and maintain integration flows using routing, splitting, gathering, and other transformation patterns.58 jobs · 1 role · 100% confidence
- Implement message mappings and data transformations for JSON, XML, CSV, and other enterprise formats.57 jobs · 1 role · 100% confidence
- Integrate with third-party applications using connector-based approaches and standardized integration patterns.53 jobs · 1 role · 100% confidence
- Implement evaluation harnesses for generated mappings, generated flows, and operational recommendations.52 jobs · 1 role · 100% confidence
- Apply canonical modeling and contract-first practices to reduce point-to-point dependencies.51 jobs · 1 role · 100% confidence
- Automate repeatable architectural governance where feasible.50 jobs · 1 role · 100% confidence
- Establish traceability with correlation IDs and end-to-end tracking.50 jobs · 1 role · 100% confidence
- Diagnose and resolve integration issues using structured logs, message traces, and failure-mode analysis.48 jobs · 1 role · 100% confidence
- Establish release gates for integration changes and AI prompt or tool updates.48 jobs · 1 role · 100% confidence
- Participate in user and task analysis to represent business needs.48 jobs · 1 role · 100% confidence
- Apply intelligent recommendations for mapping and configuration.46 jobs · 1 role · 100% confidence
Human-only
12 of 204
Judgment, taste, accountability
- Define integration best practices across teams.35 jobs · 1 role · 94% confidence
- Lead discovery workshops to identify customer challenges.32 jobs · 1 role · 100% confidence
- Support marketing events, including executive briefings, conferences, user groups, and trade shows.29 jobs · 1 role · 97% confidence
- Apply integration advisory practices to design hybrid integration platforms.28 jobs · 1 role · 79% confidence
- Partner with the business to define product requirements and use cases.25 jobs · 1 role · 92% confidence
- Achieve quarterly and annual sales goals for the assigned territory.17 jobs · 1 role · 82% confidence
- Mentor junior consultants.17 jobs · 2 roles · 100% confidence
- Collaborate with stakeholders to ensure proposed solutions meet their needs and expectations.16 jobs · 1 role · 100% confidence
- Support change management activities to ensure proposed solutions are successfully implemented and embedded in the organisation.16 jobs · 1 role · 88% confidence
- Partner with the business to define product requirements and use cases that meet process and functional requirements.15 jobs · 1 role · 93% confidence
- Apply integration advisory practices to design hybrid integration platforms and define integration best practices.14 jobs · 1 role · 93% confidence
- Facilitate workshops to gather requirements.13 jobs · 2 roles · 100% confidence
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