Period
to 15 November 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 15 November 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
East Midlands > Northamptonshire
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 79 81 101
Rank change year-on-year +2 +20 -3
Permanent jobs citing Data Modelling 25 15 15
As % of all permanent IT jobs advertised in Northamptonshire 2.00% 1.38% 1.03%
As % of the Processes & Methodologies category 2.17% 1.52% 1.12%
Number of salaries quoted 21 12 4
Northamptonshire median annual salary £75,000 £35,500 £50,000
Median salary % change year-on-year +111.27% -29.00% -
10th Percentile £41,000 £24,500 £47,500
90th Percentile £100,000 £53,775 £56,875
East Midlands median annual salary £50,000 £42,500 £42,500
% change year-on-year +17.65% - -19.05%

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 1,154 986 1,334
As % of all permanent IT jobs advertised in Northamptonshire 92.39% 90.54% 92.00%
Number of salaries quoted 890 749 873
Northamptonshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -3.61%
10th Percentile £27,500 £22,450 £23,550
90th Percentile £70,000 £62,500 £60,000
East Midlands median annual salary £42,500 £40,000 £41,500
% change year-on-year +6.25% -3.61% +3.75%

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 15 November 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 15 November 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 14 £80,000 +55.34% 6
Corby - 6 £88,750 -
Data Modelling
East Midlands

For the 6 months to 15 November 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 20 (80.00%) SQL
2 18 (72.00%) Agile Software Development
3 15 (60.00%) Python
4 14 (56.00%) Hadoop
5 13 (52.00%) NoSQL
5 13 (52.00%) Data Architecture
5 13 (52.00%) Big Data
5 13 (52.00%) Apache Spark
5 13 (52.00%) Data Warehouse
6 11 (44.00%) XML
6 11 (44.00%) Java
6 11 (44.00%) Amazon AWS
7 10 (40.00%) Microsoft Azure
7 10 (40.00%) JSON
7 10 (40.00%) BigQuery
7 10 (40.00%) Google Cloud Platform
7 10 (40.00%) Cloudera
7 10 (40.00%) MapR
7 10 (40.00%) Star Schema
7 10 (40.00%) Google
7 10 (40.00%) IBM Cloud
7 10 (40.00%) Monetization
8 8 (32.00%) Analytical Skills
9 7 (28.00%) Analytics
10 6 (24.00%) Computer Science
10 6 (24.00%) Microsoft
10 6 (24.00%) Degree
11 5 (20.00%) Statistics
11 5 (20.00%) Data Management
11 5 (20.00%) Open Source

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 13 (52.00%) Apache Spark
2 3 (12.00%) Elasticsearch
3 2 (8.00%) SAS
Applications
1 1 (4.00%) Chatbot
1 1 (4.00%) Microsoft Excel
1 1 (4.00%) Microsoft Office
Cloud Services
1 11 (44.00%) Amazon AWS
2 10 (40.00%) Google Cloud Platform
2 10 (40.00%) IBM Cloud
2 10 (40.00%) Microsoft Azure
3 4 (16.00%) SaaS
Database & Business Intelligence
1 14 (56.00%) Hadoop
2 13 (52.00%) Big Data
2 13 (52.00%) Data Warehouse
2 13 (52.00%) NoSQL
3 10 (40.00%) BigQuery
3 10 (40.00%) Star Schema
4 3 (12.00%) SQL Server
5 2 (8.00%) SQL Server Reporting Services
6 1 (4.00%) Base SAS
6 1 (4.00%) Data Lake
6 1 (4.00%) Oracle BI EE
6 1 (4.00%) Pentaho
6 1 (4.00%) SAS Enterprise Guide
6 1 (4.00%) SQL Server Analysis Services
6 1 (4.00%) SQL Server Integration Services
Development Applications
1 1 (4.00%) Eclipse
1 1 (4.00%) Git (software)
General
1 4 (16.00%) Banking
1 4 (16.00%) Electronics
1 4 (16.00%) Finance
2 1 (4.00%) General Ledger
2 1 (4.00%) Law
2 1 (4.00%) Retail
2 1 (4.00%) Retail Banking
Job Titles
1 11 (44.00%) Architect
1 11 (44.00%) Data Architect
2 9 (36.00%) Developer
3 5 (20.00%) Senior Architect
3 5 (20.00%) Senior Data Architect
4 3 (12.00%) Analyst
5 2 (8.00%) .NET Developer
5 2 (8.00%) Big Data Architect
5 2 (8.00%) Business Intelligence Developer
5 2 (8.00%) C# .NET Developer
5 2 (8.00%) C# Developer
5 2 (8.00%) Cloud Architect
5 2 (8.00%) Lead Architect
5 2 (8.00%) Lead Data Architect
5 2 (8.00%) Microsoft Developer
5 2 (8.00%) Python Developer
6 1 (4.00%) Availability Manager
6 1 (4.00%) Service Owner
6 1 (4.00%) SQL Analyst
6 1 (4.00%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 11 (44.00%) XML
2 10 (40.00%) JSON
3 3 (12.00%) .NET
3 3 (12.00%) Elastic Stack
3 3 (12.00%) NumPy
3 3 (12.00%) Pandas
4 2 (8.00%) ASP.NET
4 2 (8.00%) ASP.NET Web API
4 2 (8.00%) Django
4 2 (8.00%) Flask
4 2 (8.00%) HTML5 Canvas
4 2 (8.00%) SQLAlchemy
4 2 (8.00%) Web Services
5 1 (4.00%) .NET Framework
5 1 (4.00%) RESTful
Miscellaneous
1 8 (32.00%) Analytical Skills
2 6 (24.00%) Computer Science
3 5 (20.00%) Self-Motivation
4 3 (12.00%) Data Structures
5 2 (8.00%) Reference Data
5 2 (8.00%) User Experience
6 1 (4.00%) CMDB
6 1 (4.00%) Credit Risk
6 1 (4.00%) Enterprise Software
6 1 (4.00%) Management Information System
6 1 (4.00%) Taxonomies
Operating Systems
1 3 (12.00%) Linux
2 1 (4.00%) Unix
Processes & Methodologies
1 18 (72.00%) Agile Software Development
2 13 (52.00%) Data Architecture
3 10 (40.00%) Monetization
4 7 (28.00%) Analytics
5 5 (20.00%) Data Engineering
5 5 (20.00%) Data Management
5 5 (20.00%) Master Data Management
5 5 (20.00%) Open Source
5 5 (20.00%) Problem-Solving
5 5 (20.00%) Statistics
6 4 (16.00%) Business Intelligence
6 4 (16.00%) Continuous Integration
6 4 (16.00%) Software Engineering
7 3 (12.00%) Data Analytics
7 3 (12.00%) ITIL
7 3 (12.00%) Logical Data Model
7 3 (12.00%) MVC
7 3 (12.00%) Physical Data Model
8 2 (8.00%) Conceptual Models
8 2 (8.00%) Dashboard Development
Programming Languages
1 20 (80.00%) SQL
2 15 (60.00%) Python
3 11 (44.00%) Java
4 3 (12.00%) JavaScript
4 3 (12.00%) R
4 3 (12.00%) Ruby
4 3 (12.00%) Scala
5 2 (8.00%) C#
6 1 (4.00%) ABAP
Qualifications
1 6 (24.00%) Degree
2 1 (4.00%) Computer Science Degree
Quality Assurance & Compliance
1 2 (8.00%) Data Quality
System Software
1 3 (12.00%) Apache Flume
Systems Management
1 3 (12.00%) Kibana
1 3 (12.00%) logstash
2 1 (4.00%) Control-M
Vendors
1 10 (40.00%) Cloudera
1 10 (40.00%) Google
1 10 (40.00%) MapR
2 6 (24.00%) Microsoft
3 2 (8.00%) Splunk
4 1 (4.00%) Informatica
4 1 (4.00%) MuleSoft
4 1 (4.00%) Oracle
4 1 (4.00%) SAP
4 1 (4.00%) ServiceNow
4 1 (4.00%) Tableau
4 1 (4.00%) Talend
4 1 (4.00%) Teradata