

SPECTRAFORCE
Data Mapping Specialist
β - Featured Role | Apply direct with Data Freelance Hub
This role is for a Data Mapping Specialist with a 6-month contract, paying $45-$56/hr. Key skills include advanced SQL, source-to-target mapping, Snowflake experience, and strong communication. Industry experience in data migration and validation is essential.
π - Country
United States
π± - Currency
$ USD
-
π° - Day rate
448
-
ποΈ - Date
May 22, 2026
π - Duration
More than 6 months
-
ποΈ - Location
Unknown
-
π - Contract
Unknown
-
π - Security
Unknown
-
π - Location detailed
Henrico, VA
-
π§ - Skills detailed
#Data Mapping #Complex Queries #Datasets #"ETL (Extract #Transform #Load)" #Snowflake #Migration #Data Lineage #Automation #Databases #Data Accuracy #SQL (Structured Query Language) #Data Analysis #Data Reconciliation
Role description
Title: Data Mapping Specialist (Business Systems Analyst Lead)
Duration: 6 months - Possibility to extend
Pay Range: $45 - $56/hr
What They ACTUALLY Need
This is NOT just a traditional BSA role.
They want someone who can combine:
1. Strong Data Analysis + SQL Expertise
AND
1. Functional/System Mapping Experience
AND
1. Communication & Stakeholder Management
This is a highly data-heavy conversion/migration role.
Core Responsibilities
Source-to-Target Mapping
Candidate will:
β’ Analyze source system data
β’ Understand destination system structure
β’ Create mapping logic between systems
β’ Define transformation/business rules
β’ Document field-level mappings
Examples:
β’ Source field β destination field
β’ Logic/transformation needed
β’ Data flow understanding
SQL/Data Analysis Work
Heavy SQL involvement.
Must be comfortable:
β’ Writing joins
β’ Subqueries
β’ Window functions
β’ Auditing large databases
β’ Data validation
β’ Root cause analysis
β’ Reporting/query creation
Purpose:
β’ Validate conversion accuracy
β’ Compare source vs destination data
β’ Identify data issues
β’ Support mock conversions & production go-live
Conversion Testing
They WILL be involved in testing.
Testing includes:
β’ Mock conversion testing
β’ Post-load validation
β’ Data accuracy checks
β’ Exception reporting
β’ Identifying failed mappings/issues
No specific testing tool required.
Production/Go-Live Support
During actual conversion:
β’ Validate production data
β’ Resolve issues quickly
β’ Investigate defects/root causes
β’ Support customer-impacting events
Stakeholder Communication
Very important differentiator.
Candidate must:
β’ Explain technical findings clearly
β’ Communicate root causes
β’ Socialize mapping decisions
β’ Coordinate with:
β’ Product teams
β’ Tech teams
β’ Business/process leads
β’ PMs
This is NOT a head-down SQL-only role.
Required Skills
MUST HAVE
SQL (Advanced)
Need strong hands-on SQL:
β’ Joins
β’ Complex queries
β’ Subqueries
β’ Window functions
β’ Large-scale data analysis
Source-to-Target Mapping
Critical requirement.
Need proven experience:
β’ Mapping documents
β’ Data lineage
β’ Data flow diagrams
β’ Conversion logic
Snowflake
Very important.
Manager said:
βThatβs the major source of where we look at data.β
Ideal candidate:
β’ Has worked in Snowflake directly
β’ Can write SQL in Snowflake environment
β’ Comfortable joining/querying large datasets
Data Validation / Testing
β’ Mock conversion validation
β’ Data reconciliation
β’ Reporting support
Communication Skills
Strong differentiator.
Need someone who can:
β’ Communicate findings
β’ Handle stakeholders
β’ Explain technical issues
β’ Work cross-functionally
Tools / Systems
Required:
β’ Snowflake
β’ Google Sheets
β’ SQL
Nice to have:
β’ Automation mindset
β’ Reporting improvements
β’ Manual process optimization
Title: Data Mapping Specialist (Business Systems Analyst Lead)
Duration: 6 months - Possibility to extend
Pay Range: $45 - $56/hr
What They ACTUALLY Need
This is NOT just a traditional BSA role.
They want someone who can combine:
1. Strong Data Analysis + SQL Expertise
AND
1. Functional/System Mapping Experience
AND
1. Communication & Stakeholder Management
This is a highly data-heavy conversion/migration role.
Core Responsibilities
Source-to-Target Mapping
Candidate will:
β’ Analyze source system data
β’ Understand destination system structure
β’ Create mapping logic between systems
β’ Define transformation/business rules
β’ Document field-level mappings
Examples:
β’ Source field β destination field
β’ Logic/transformation needed
β’ Data flow understanding
SQL/Data Analysis Work
Heavy SQL involvement.
Must be comfortable:
β’ Writing joins
β’ Subqueries
β’ Window functions
β’ Auditing large databases
β’ Data validation
β’ Root cause analysis
β’ Reporting/query creation
Purpose:
β’ Validate conversion accuracy
β’ Compare source vs destination data
β’ Identify data issues
β’ Support mock conversions & production go-live
Conversion Testing
They WILL be involved in testing.
Testing includes:
β’ Mock conversion testing
β’ Post-load validation
β’ Data accuracy checks
β’ Exception reporting
β’ Identifying failed mappings/issues
No specific testing tool required.
Production/Go-Live Support
During actual conversion:
β’ Validate production data
β’ Resolve issues quickly
β’ Investigate defects/root causes
β’ Support customer-impacting events
Stakeholder Communication
Very important differentiator.
Candidate must:
β’ Explain technical findings clearly
β’ Communicate root causes
β’ Socialize mapping decisions
β’ Coordinate with:
β’ Product teams
β’ Tech teams
β’ Business/process leads
β’ PMs
This is NOT a head-down SQL-only role.
Required Skills
MUST HAVE
SQL (Advanced)
Need strong hands-on SQL:
β’ Joins
β’ Complex queries
β’ Subqueries
β’ Window functions
β’ Large-scale data analysis
Source-to-Target Mapping
Critical requirement.
Need proven experience:
β’ Mapping documents
β’ Data lineage
β’ Data flow diagrams
β’ Conversion logic
Snowflake
Very important.
Manager said:
βThatβs the major source of where we look at data.β
Ideal candidate:
β’ Has worked in Snowflake directly
β’ Can write SQL in Snowflake environment
β’ Comfortable joining/querying large datasets
Data Validation / Testing
β’ Mock conversion validation
β’ Data reconciliation
β’ Reporting support
Communication Skills
Strong differentiator.
Need someone who can:
β’ Communicate findings
β’ Handle stakeholders
β’ Explain technical issues
β’ Work cross-functionally
Tools / Systems
Required:
β’ Snowflake
β’ Google Sheets
β’ SQL
Nice to have:
β’ Automation mindset
β’ Reporting improvements
β’ Manual process optimization






