Period
to 25 May 2018

The following table provides summary statistics for permanent job vacancies advertised in Northamptonshire 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 25 May 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
East Midlands > Northamptonshire
6 months to
25 May 2018
Same period 2017 Same period 2016
Rank 72 56 69
Rank change year-on-year -16 +13 0
Permanent jobs citing Data Modelling 37 44 51
As % of all permanent IT jobs advertised in Northamptonshire 2.71% 3.74% 3.57%
As % of the Processes & Methodologies category 2.96% 4.10% 3.92%
Number of salaries quoted 21 35 33
Northamptonshire median annual salary £55,000 £45,000 £55,000
Median salary % change year-on-year +22.22% -18.18% +18.92%
10th Percentile £32,500 £33,450 £42,750
90th Percentile £106,250 £81,250 £79,500
East Midlands median annual salary £50,000 £47,500 £52,500
% change year-on-year +5.26% -9.52% +16.67%

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 Northamptonshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Northamptonshire
Permanent vacancies with a requirement for process or methodology skills 1,248 1,072 1,300
As % of all permanent IT jobs advertised in Northamptonshire 91.36% 91.16% 91.04%
Number of salaries quoted 1,006 892 956
Northamptonshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -5.88%
10th Percentile £28,750 £23,400 £24,000
90th Percentile £66,250 £58,750 £57,500
East Midlands median annual salary £42,500 £41,000 £40,000
% change year-on-year +3.66% +2.50% -

Data Modelling
Job Vacancy Trend in Northamptonshire

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

Job vacancy trend for Data Modelling in Northamptonshire

Data Modelling
Salary Trend in Northamptonshire

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

Salary trend for Data Modelling in Northamptonshire

Data Modelling
Salary Histogram in Northamptonshire

The salary distribution of IT jobs citing Data Modelling in Northamptonshire over the 6 months to 25 May 2018.

Salary histogram for Data Modelling in Northamptonshire

Data Modelling
Job Locations in Northamptonshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Northamptonshire region over the 6 months to 25 May 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Northampton -1 23 £55,000 +22.22% 1
Corby - 4 £100,000 - 1
Wellingborough -3 3 - -
Brackley - 1 £65,000 -
Data Modelling
East Midlands

For the 6 months to 25 May 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 Northamptonshire region with a requirement for Data Modelling.

1 21 (56.76%) SQL
2 20 (54.05%) Data Architecture
3 14 (37.84%) SQL Server
3 14 (37.84%) Data Warehouse
3 14 (37.84%) Analytical Skills
4 12 (32.43%) Business Intelligence
5 11 (29.73%) Agile Software Development
6 10 (27.03%) Migration
6 10 (27.03%) Microsoft
7 9 (24.32%) Stakeholder Management
7 9 (24.32%) Data Quality
8 8 (21.62%) Hadoop
8 8 (21.62%) Amazon AWS
8 8 (21.62%) Data Management
8 8 (21.62%) Degree
8 8 (21.62%) Problem-Solving
9 7 (18.92%) Data Integration
9 7 (18.92%) Microsoft Azure
9 7 (18.92%) Big Data
9 7 (18.92%) Data Governance
10 6 (16.22%) Open Source
10 6 (16.22%) NoSQL
10 6 (16.22%) JSON
10 6 (16.22%) Retail
10 6 (16.22%) Google
10 6 (16.22%) Star Schema
10 6 (16.22%) Python
10 6 (16.22%) Apache Spark
10 6 (16.22%) Data Structures
10 6 (16.22%) BigQuery

Data Modelling
Co-occurring IT Skills in Northamptonshire 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 6 (16.22%) Apache Spark
2 2 (5.41%) SAS
Applications
1 4 (10.81%) MS Visio
2 1 (2.70%) Microsoft Excel
Business Applications
1 3 (8.11%) Remedy ITSM
Cloud Services
1 8 (21.62%) Amazon AWS
2 7 (18.92%) Microsoft Azure
3 6 (16.22%) Bluemix
3 6 (16.22%) Google Cloud Platform
3 6 (16.22%) IBM Cloud
4 2 (5.41%) AWS CloudFormation
4 2 (5.41%) AWS Lambda
4 2 (5.41%) SaaS
4 2 (5.41%) Serverless
Communications & Networking
1 2 (5.41%) Internet
2 1 (2.70%) MQTT
2 1 (2.70%) Wireless
Database & Business Intelligence
1 14 (37.84%) Data Warehouse
1 14 (37.84%) SQL Server
2 8 (21.62%) Hadoop
3 7 (18.92%) Big Data
4 6 (16.22%) BigQuery
4 6 (16.22%) NoSQL
4 6 (16.22%) Star Schema
5 5 (13.51%) SQL Server Analysis Services
5 5 (13.51%) SQL Server Integration Services
5 5 (13.51%) SQL Server Reporting Services
6 4 (10.81%) Relational Database
6 4 (10.81%) SAP BW
7 3 (8.11%) BusinessObjects
7 3 (8.11%) Power BI
7 3 (8.11%) SAP HANA
8 2 (5.41%) BusinessObjects Business Intelligence
9 1 (2.70%) Amazon DynamoDB
9 1 (2.70%) Blockchain
9 1 (2.70%) MongoDB
9 1 (2.70%) SQL Server 2016
Development Applications
1 2 (5.41%) Bitbucket
1 2 (5.41%) Jenkins
1 2 (5.41%) JIRA
2 1 (2.70%) ER Studio
2 1 (2.70%) ERwin
General
1 6 (16.22%) Retail
2 5 (13.51%) Electronics
3 2 (5.41%) Banking
3 2 (5.41%) Finance
4 1 (2.70%) General Ledger
4 1 (2.70%) Law
4 1 (2.70%) Telecoms
Job Titles
1 11 (29.73%) Architect
1 11 (29.73%) Data Architect
1 11 (29.73%) Developer
2 6 (16.22%) Analyst
3 5 (13.51%) Data Analyst
3 5 (13.51%) SQL Analyst
3 5 (13.51%) SQL Data Analyst
4 4 (10.81%) SAP BW Developer
4 4 (10.81%) SAP Developer
5 3 (8.11%) Applications Specialist
5 3 (8.11%) Head of Architecture
5 3 (8.11%) Head of Data Architecture
6 2 (5.41%) Business Intelligence Developer
6 2 (5.41%) Python Developer
7 1 (2.70%) Cloud Developer
7 1 (2.70%) DBA
7 1 (2.70%) Designer
7 1 (2.70%) Senior Developer
7 1 (2.70%) Senior SAS Analyst
7 1 (2.70%) Solutions Designer
Libraries, Frameworks & Software Standards
1 6 (16.22%) JSON
2 4 (10.81%) .NET
2 4 (10.81%) XML
3 2 (5.41%) Flask
3 2 (5.41%) REST
3 2 (5.41%) Web Services
4 1 (2.70%) Django
4 1 (2.70%) Kafka
4 1 (2.70%) Node.js
4 1 (2.70%) XMPP
Miscellaneous
1 14 (37.84%) Analytical Skills
2 6 (16.22%) Data Structures
3 5 (13.51%) Self-Motivation
3 5 (13.51%) Taxonomies
4 3 (8.11%) CMDB
4 3 (8.11%) Computer Science
5 2 (5.41%) Client/Server
6 1 (2.70%) Clustering
6 1 (2.70%) Credit Risk
6 1 (2.70%) Home Automation
6 1 (2.70%) Internet of Things
6 1 (2.70%) Management Information System
6 1 (2.70%) Mobile Payment
6 1 (2.70%) Replication
6 1 (2.70%) Smart Home
Operating Systems
1 3 (8.11%) Windows
2 2 (5.41%) Linux
Processes & Methodologies
1 20 (54.05%) Data Architecture
2 12 (32.43%) Business Intelligence
3 11 (29.73%) Agile Software Development
4 10 (27.03%) Migration
5 9 (24.32%) Stakeholder Management
6 8 (21.62%) Data Management
6 8 (21.62%) Problem-Solving
7 7 (18.92%) Data Governance
7 7 (18.92%) Data Integration
8 6 (16.22%) Open Source
9 5 (13.51%) Analytics
9 5 (13.51%) Data Migration
9 5 (13.51%) ERP
9 5 (13.51%) Logical Data Model
9 5 (13.51%) Physical Data Model
10 4 (10.81%) Data Engineering
10 4 (10.81%) Master Data Management
10 4 (10.81%) Metadata Management
10 4 (10.81%) Monetization
10 4 (10.81%) Translating Business Requirements
Programming Languages
1 21 (56.76%) SQL
2 6 (16.22%) Python
3 4 (10.81%) ABAP
3 4 (10.81%) Java
4 3 (8.11%) C#
5 2 (5.41%) VB.NET
6 1 (2.70%) Data Analysis Expressions (DAX)
6 1 (2.70%) PowerShell
6 1 (2.70%) R
6 1 (2.70%) T-SQL
Qualifications
1 8 (21.62%) Degree
2 3 (8.11%) Computer Science Degree
Quality Assurance & Compliance
1 9 (24.32%) Data Quality
System Software
1 1 (2.70%) Docker
Vendors
1 10 (27.03%) Microsoft
2 6 (16.22%) Google
3 4 (10.81%) Cloudera
3 4 (10.81%) MapR
3 4 (10.81%) SAP
4 3 (8.11%) BMC
4 3 (8.11%) Remedy
5 2 (5.41%) Informatica
6 1 (2.70%) Ab Initio
6 1 (2.70%) Oracle
6 1 (2.70%) Tableau
6 1 (2.70%) Talend
6 1 (2.70%) Teradata