Every WealthTech skill we track.
Filter by category and era. Sweet-spot sort surfaces skills with high demand and weak course coverage — the ones that pay to learn now.
- ProductWorkflow articulationDetect → Model → Decide → Execute → Document → Reconcile
Boxing your own workflow into stages an agent can execute under your supervision — the agentic-era skill that separates operators who stay in front of automation from those who get eaten by it.
Sweet74Demand78Gap95 - Platform / OpsWealth Management Lifecycle & Operations
End-to-end understanding of how accounts are opened, funded, managed, and closed across RIA, BD, and private-bank channels including KYC, onboarding, billing, and servicing.
Sweet64Demand82Gap78 - Platform / OpsRIA / Broker-Dealer Back-Office Operations
Practical knowledge of clearing, settlement, trade confirmation, client reporting, and compliance workflows specific to registered investment advisers and broker-dealers.
Sweet53Demand65Gap82 - Platform / OpsCustodian integration fluency
Account open, ACAT, money movement and corporate actions across the major custodians (Pershing, Schwab, Fidelity, BNY/Pershing X, Altruist).
Sweet49Demand58Gap85 - Data / AIData reconciliation across silos
Resolving breaks between custodian feeds, portfolio accounting, and CRM systems.
Sweet42Demand52Gap80 - Platform / OpsPMS platform fluency
How modern PMS platforms (Orion, Tamarac, Black Diamond, Addepar, Advyzon) actually model households, sleeves, models, performance and billing — and where they differ.
Sweet39Demand44Gap88 - ComplianceSEC / FINRA regulatory framing
Reading Reg BI, Form ADV, and FINRA notices and translating them into product requirements.
Sweet39Demand55Gap70 - Platform / OpsEnvestnet / Tamarac (Rebalancing, Trading & Reporting)
Envestnet's Tamarac suite providing model-based rebalancing, trading, performance reporting, and CRM for RIAs, widely used by independent advisors on the Envestnet platform.
Sweet36Demand41Gap88 - EngineeringPMS read/write API patterns
REST / SFTP / webhook patterns to read positions and write trades back into Orion, Tamarac, Addepar et al.
Sweet36Demand80Gap45 - ComplianceData Migration & Conversion for Investment Platforms
Extracting, transforming, validating, and loading historical investment data (positions, transactions, performance history) from legacy systems to target wealth platforms.
Sweet36Demand45Gap80 - Platform / OpsDrift bands & model assignment
Model definitions, drift-band thresholds, cash-raise rebalances across thousands of accounts.
Sweet36Demand48Gap75 - Client-facingPlanning tool fluency
How the major planning tools (eMoney, MoneyGuide, RightCapital, Holistiplan) model goals, taxes, Monte Carlo and the plan-to-proposal handoff — and where they differ.
Sweet36Demand55Gap65 - ProductProduct Roadmap Development for Financial Platforms
Building, prioritizing, and communicating a product roadmap for a wealth technology platform, balancing advisor needs, regulatory constraints, and technical feasibility.
Sweet36Demand65Gap55 - Platform / OpsPMS data model fluency
Positions, securities, trades, models, accounts, households — the schemas every PMS exposes (or hides).
Sweet34Demand38Gap90 - Data / AISQL for Financial Data Querying
Writing and optimizing SQL queries against investment data warehouses covering positions, transactions, performance, client demographics, and fee data.
Sweet34Demand85Gap40 - Platform / OpsTiered / blended fee billing
Setting up tiered/blended schedules, household billing, edge cases like joining mid-period.
Sweet33Demand40Gap83 - ProductRequirements gathering & PRDs
Running discovery, writing PRDs, and decomposing epics for back-office migrations.
Sweet33Demand60Gap55 - Platform / OpsAgile / Scrum Delivery in Financial Services
Applying sprint-based delivery, backlog management, user story writing, and stakeholder ceremonies in regulated wealth and fintech environments.
Sweet32Demand72Gap45 - Platform / OpsBlack Diamond Wealth Platform (SS&C Advent)
SS&C's Black Diamond platform providing portfolio reporting, performance, billing, and client portal tools for RIAs and wealth managers.
Sweet32Demand36Gap88 - EngineeringPython for finance
pandas, numpy, scikit-learn applied to financial data engineering.
Sweet32Demand75Gap42 - ProductPlatform Configuration vs Customization Trade-offs
Evaluating when to configure a wealth SaaS platform within its standard feature set versus building custom extensions, with implications for upgrade risk and vendor support.
Sweet32Demand42Gap75 - ComplianceTarget Operating Model (TOM) Design
Designing the future-state organizational structure, processes, and technology interactions for a wealth management firm undergoing platform or business transformation.
Sweet32Demand42Gap75 - Platform / OpsSuitability & Regulation Best Interest (Reg BI) Workflows
Operationalizing suitability assessment and Reg BI documentation requirements in technology workflows for broker-dealers and investment advisers.
Sweet32Demand42Gap75 - EngineeringLegacy system migration
Migrating off APL, Broadridge mainframes, and batch ledgers toward real-time platforms.
Sweet31Demand38Gap82 - Platform / OpsTax-lot & wash-sale logic
Choosing tax-lot relief methods and avoiding wash-sale traps in rebalances.
Sweet31Demand38Gap82 - Data / AIETL / ELT Pipeline Design for Financial Data
Designing and building extract-transform-load (or ELT) pipelines that ingest, clean, and deliver financial data from custodians, market data vendors, and operational systems.
Sweet31Demand62Gap50 - Platform / OpsTWR vs MWR performance
Time- vs money-weighted return, GIPS composites, fee impact, account-level vs household.
Sweet30Demand42Gap72 - Platform / OpsSalesforce FSC & wealth CRMs
Salesforce Financial Services Cloud as the primary platform (households, financial accounts, action plans, rollups, FSC data model) plus the alternatives wealth firms still run on: Redtail, Wealthbox, Practifi.
Sweet30Demand52Gap58 - ComplianceCutover Planning & Rollback Strategies
Designing the go-live weekend cutover sequence, rollback decision criteria, and contingency playbooks for wealth platform migrations.
Sweet30Demand35Gap85 - ProductStatements of Work (SOW) & Change Order Management
Drafting and managing professional services agreements, scope definitions, and change orders for wealth platform implementation and integration engagements.
Sweet30Demand38Gap78 - ComplianceRegulatory Impact Assessment for System Changes
Evaluating how platform migrations and new technology implementations affect compliance with SEC, FINRA, and state regulatory obligations.
Sweet30Demand38Gap78 - Platform / OpsNIGO / exception-handling ops
Diagnosing 'not in good order' tickets that block account opening and trades.
Sweet29Demand32Gap92 - EngineeringCloud (AWS / GCP / Azure) for FS
Compliance-aware cloud architecture: KMS, audit trails, regional pinning.
Sweet29Demand58Gap50 - ProductBuild-vs-buy evaluation
Running RFPs, vendor scorecards, and total-cost-of-ownership models for platform decisions.
Sweet29Demand40Gap72 - Platform / OpseMoney / MoneyGuidePro Financial Planning Platforms
Leading financial planning software platforms used by advisors for cash-flow analysis, retirement projections, estate planning, and client-facing interactive plans.
Sweet29Demand40Gap72 - ProductVendor / RFP scoring
Designing weighted scorecards and scoring shortlists against client constraints.
Sweet29Demand35Gap82 - EngineeringCustodial Data Aggregation Platforms (Yodlee, Plaid, Orion Data)
Using financial data aggregation services to retrieve held-away account data, enrich client profiles, and power holistic wealth reporting.
Sweet28Demand35Gap80 - ComplianceKYC / AML triage
Reviewing flagged events and deciding file vs escalate vs dismiss.
Sweet28Demand45Gap62 - EngineeringFinancial Data Standards (FDX, SWIFT, FIX, ACORD)
Industry data exchange standards governing how financial account, transaction, and market data flows between institutions, custodians, and technology platforms.
Sweet27Demand38Gap72 - Data / AIRAG over filings & policies
Building retrieval pipelines over 10-Ks, ADV filings, and internal compliance manuals.
Sweet27Demand35Gap78 - Platform / OpsOrganizational Change Management (Prosci / ADKAR)
Structured methodology for managing people-side change during wealth platform rollouts, including stakeholder analysis, resistance management, and adoption measurement.
Sweet27Demand38Gap70 - EngineeringJSON / XML Data Mapping & Transformation
Parsing, transforming, and mapping financial data payloads between vendor-specific schemas used by custodians, PMS platforms, and CRM systems.
Sweet26Demand55Gap48 - Data / AIdbt + Snowflake for Wealth Data Warehousing
Building transformation layers on Snowflake using dbt for custodial data standardization, performance metrics, and advisor-facing analytics pipelines.
Sweet26Demand38Gap68 - Data / AIAlternative Investment Data Operations
Managing capital call schedules, distribution notices, NAV updates, and performance reporting for private equity, hedge fund, and real assets allocations in wealth portfolios.
Sweet26Demand30Gap85 - Platform / OpsBlackRock Aladdin Wealth (Portfolio Risk & DPM)
BlackRock's enterprise risk and portfolio-management platform adapted for wealth managers, enabling factor-based risk analysis, model management, and discretionary portfolio management at scale.
Sweet25Demand28Gap90 - Client-facingEstate & insurance modeling
Trust structures, gifting schedules, life-insurance ladders inside an integrated plan.
Sweet25Demand45Gap55 - EngineeringOAuth 2.0 / SAML SSO Enterprise Identity Integration
Implementing secure single sign-on and delegated authorization between wealth platform components using industry-standard identity protocols.
Sweet24Demand42Gap58 - EngineeringWebhook & Event-Driven Architecture for Financial Platforms
Designing asynchronous, event-driven systems where platform actions (trade execution, account opening) trigger downstream workflows in real time.
Sweet24Demand38Gap62 - Data / AIAgentic AI workflow design
Composing LLM + retriever + validator + human-in-loop pipelines (n8n / LangGraph thinking).
Sweet23Demand28Gap82 - Data / AIPortfolio Attribution Analysis
Decomposing portfolio return relative to benchmark into allocation, selection, and interaction effects using Brinson model or factor-based attribution.
Sweet23Demand35Gap65 - ProductClient portal UX
Designing the household-level reporting & secure-doc experience without breaking advisor workflow.
Sweet23Demand50Gap45 - Platform / OpsBroadridge Wealth Platforms (RPM / R-Wealth)
Broadridge's back-office and advisory platform suite used by broker-dealers and banks for account processing, advisory fee billing, and wealth operations.
Sweet22Demand25Gap88 - EngineeringiPaaS / Middleware for Wealth Stack Integration (MuleSoft, Boomi)
Using integration-platform-as-a-service tools to orchestrate data flows between siloed wealth management applications without point-to-point custom code.
Sweet21Demand32Gap65 - Data / AIDatabricks / Apache Spark for Wealth Analytics
Using the Databricks Lakehouse platform and Spark for large-scale custodial data ingestion, transformation, and AI/ML workloads in wealth management environments.
Sweet21Demand32Gap65 - Data / AIML for portfolio analytics
Applying ML/statistical models to portfolio risk, factor attribution, and prediction.
Sweet20Demand30Gap65 - Data / AIMonte Carlo intuition
Reading and explaining Monte Carlo plan outputs — when the 80% success number lies.
Sweet19Demand28Gap68 - EngineeringFIX Protocol for Order Routing
Electronic messaging standard for real-time securities order communication between wealth managers, OMS platforms, and broker execution venues.
Sweet18Demand22Gap80 - Client-facingClient discovery & framing
Structured interviews with HNW/UHNW clients and translating goals into a plan.
Sweet17Demand55Gap30 - Data / AIVector Databases for Financial Knowledge Systems
Using embeddings and vector search (Pinecone, Weaviate, Azure AI Search, pgvector) to build semantic retrieval systems over financial documents and client data.
Sweet16Demand22Gap72