Period
to 17 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Northampton with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 17 July 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Northamptonshire > Northampton
6 months to
17 Jul 2018
Same period 2017 Same period 2016
Rank 67 62 83
Rank change year-on-year -5 +21 +4
Permanent jobs citing Data Modelling 23 19 18
As % of all permanent IT jobs advertised in Northampton 2.44% 2.56% 1.65%
As % of the Processes & Methodologies category 2.67% 2.76% 1.75%
Number of salaries quoted 13 15 7
Northampton median annual salary £55,000 £45,000 £80,000
Median salary % change year-on-year +22.22% -43.75% +45.45%
Northamptonshire median annual salary £55,000 £45,000 £60,000
% change year-on-year +22.22% -25.00% +26.32%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Northampton with a requirement for process or methodology skills.

All Process and Methodology Skills
Northampton
Permanent vacancies with a requirement for process or methodology skills 862 688 1,027
As % of all permanent IT jobs advertised in Northampton 91.60% 92.72% 93.96%
Number of salaries quoted 648 554 722
Northampton median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -4.19%
10th Percentile £27,500 £26,250 £25,050
90th Percentile £61,250 £57,500 £57,500
Northamptonshire median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -5.88%

Data Modelling
Job Vacancy Trend in Northampton

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Northampton.

Job vacancy trend for Data Modelling in Northampton

Data Modelling
Salary Trend in Northampton

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Northampton.

Salary trend for Data Modelling in Northampton

Data Modelling
Salary Histogram in Northampton

The salary distribution of IT jobs citing Data Modelling in Northampton over the 6 months to 17 July 2018.

Salary histogram for Data Modelling in Northampton

For the 6 months to 17 July 2018, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Northampton region with a requirement for Data Modelling.

1 16 (69.57%) Data Architecture
2 15 (65.22%) SQL
3 11 (47.83%) Migration
4 10 (43.48%) Analytical Skills
5 9 (39.13%) Data Quality
6 8 (34.78%) Data Warehouse
7 7 (30.43%) Agile Software Development
7 7 (30.43%) Data Structures
8 6 (26.09%) Logical Data Model
8 6 (26.09%) Physical Data Model
8 6 (26.09%) Taxonomies
8 6 (26.09%) Data Migration
8 6 (26.09%) Retail
8 6 (26.09%) Business Intelligence
8 6 (26.09%) ERP
8 6 (26.09%) SQL Server
9 5 (21.74%) Stakeholder Management
10 4 (17.39%) Banking
10 4 (17.39%) MS Visio
10 4 (17.39%) Data Integration
10 4 (17.39%) Hadoop
10 4 (17.39%) Data Governance
10 4 (17.39%) Analytics
10 4 (17.39%) Translating Business Requirements
10 4 (17.39%) Master Data Management
10 4 (17.39%) Metadata Management
11 3 (13.04%) Big Data
11 3 (13.04%) Microsoft Azure
11 3 (13.04%) Amazon AWS
11 3 (13.04%) Microsoft

Data Modelling
Co-occurring IT Skills in Northampton by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 2 (8.70%) Apache Spark
1 2 (8.70%) SAS
Applications
1 4 (17.39%) MS Visio
Cloud Services
1 3 (13.04%) Amazon AWS
1 3 (13.04%) Microsoft Azure
2 2 (8.70%) Google Cloud Platform
2 2 (8.70%) IBM Cloud
3 1 (4.35%) AWS CloudFormation
3 1 (4.35%) AWS Lambda
3 1 (4.35%) SaaS
3 1 (4.35%) Serverless
Communications & Networking
1 1 (4.35%) Internet
Database & Business Intelligence
1 8 (34.78%) Data Warehouse
2 6 (26.09%) SQL Server
3 4 (17.39%) Hadoop
4 3 (13.04%) Big Data
5 2 (8.70%) BigQuery
5 2 (8.70%) NoSQL
5 2 (8.70%) Relational Database
5 2 (8.70%) SQL Server Analysis Services
5 2 (8.70%) SQL Server Integration Services
5 2 (8.70%) SQL Server Reporting Services
5 2 (8.70%) Star Schema
6 1 (4.35%) Base SAS
6 1 (4.35%) DB2
6 1 (4.35%) Power BI
6 1 (4.35%) RDBMS
6 1 (4.35%) SAP BW
6 1 (4.35%) SAP HANA
6 1 (4.35%) SAS Enterprise Guide
6 1 (4.35%) SQL Server 2008
6 1 (4.35%) SQL Server 2016
Development Applications
1 1 (4.35%) Bitbucket
1 1 (4.35%) ER Studio
1 1 (4.35%) ERwin
1 1 (4.35%) Jenkins
1 1 (4.35%) JIRA
General
1 6 (26.09%) Retail
2 4 (17.39%) Banking
3 3 (13.04%) Finance
4 2 (8.70%) Electronics
4 2 (8.70%) Law
5 1 (4.35%) General Ledger
5 1 (4.35%) Retail Banking
Job Titles
1 7 (30.43%) Analyst
2 6 (26.09%) Architect
2 6 (26.09%) Data Analyst
2 6 (26.09%) Data Architect
2 6 (26.09%) SQL Analyst
2 6 (26.09%) SQL Data Analyst
3 5 (21.74%) Developer
4 2 (8.70%) Head of Architecture
4 2 (8.70%) Head of Data Architecture
5 1 (4.35%) Data Modeller
5 1 (4.35%) Data Warehouse Developer
5 1 (4.35%) DBA
5 1 (4.35%) Junior Developer
5 1 (4.35%) Junior SQL Developer
5 1 (4.35%) SAS Analyst
5 1 (4.35%) SAS Developer
5 1 (4.35%) Senior Analyst
5 1 (4.35%) Solutions Designer
5 1 (4.35%) SQL DBA
5 1 (4.35%) SQL Developer
Libraries, Frameworks & Software Standards
1 2 (8.70%) .NET
2 1 (4.35%) Flask
2 1 (4.35%) JSON
2 1 (4.35%) Kafka
2 1 (4.35%) REST
2 1 (4.35%) Web Services
Miscellaneous
1 10 (43.48%) Analytical Skills
2 7 (30.43%) Data Structures
3 6 (26.09%) Taxonomies
4 2 (8.70%) Management Information System
4 2 (8.70%) Self-Motivation
5 1 (4.35%) Client/Server
5 1 (4.35%) Clustering
5 1 (4.35%) Credit Risk
5 1 (4.35%) Mobile Payment
5 1 (4.35%) Replication
Operating Systems
1 1 (4.35%) Linux
1 1 (4.35%) Windows
Processes & Methodologies
1 16 (69.57%) Data Architecture
2 11 (47.83%) Migration
3 7 (30.43%) Agile Software Development
4 6 (26.09%) Business Intelligence
4 6 (26.09%) Data Migration
4 6 (26.09%) ERP
4 6 (26.09%) Logical Data Model
4 6 (26.09%) Physical Data Model
5 5 (21.74%) Stakeholder Management
6 4 (17.39%) Analytics
6 4 (17.39%) Data Governance
6 4 (17.39%) Data Integration
6 4 (17.39%) Master Data Management
6 4 (17.39%) Metadata Management
6 4 (17.39%) Translating Business Requirements
7 2 (8.70%) Data Development
7 2 (8.70%) Data Strategy
7 2 (8.70%) Presales
7 2 (8.70%) Problem-Solving
7 2 (8.70%) RUP
Programming Languages
1 15 (65.22%) SQL
2 1 (4.35%) ABAP
2 1 (4.35%) C#
2 1 (4.35%) Data Analysis Expressions (DAX)
2 1 (4.35%) PowerShell
2 1 (4.35%) Python
2 1 (4.35%) T-SQL
2 1 (4.35%) VB.NET
Qualifications
1 1 (4.35%) Degree
Quality Assurance & Compliance
1 9 (39.13%) Data Quality
Vendors
1 3 (13.04%) Microsoft
2 2 (8.70%) Google
3 1 (4.35%) Ab Initio
3 1 (4.35%) Informatica
3 1 (4.35%) Oracle
3 1 (4.35%) SAP
3 1 (4.35%) Teradata