Period
to 22 February 2018

The following table provides summary statistics for permanent job vacancies advertised in Cheshire with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 22 February 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
North West > Cheshire
6 months to
22 Feb 2018
Same period 2017 Same period 2016
Rank 91 102 104
Rank change year-on-year +11 +2 +31
Permanent jobs citing Data Analysis 102 34 66
As % of all permanent IT jobs advertised in Cheshire 3.01% 1.59% 2.36%
As % of the Processes & Methodologies category 3.36% 1.81% 2.74%
Number of salaries quoted 83 25 59
Cheshire median annual salary £40,000 £31,500 £26,000
Median salary % change year-on-year +26.98% +21.15% -38.82%
10th Percentile £22,700 £30,150 £22,650
90th Percentile £66,250 £48,000 £49,000
North West median annual salary £38,000 £35,000 £34,975
% change year-on-year +8.57% +0.07% +2.87%

Data Analysis 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 Cheshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cheshire
Permanent vacancies with a requirement for process or methodology skills 3,034 1,883 2,411
As % of all permanent IT jobs advertised in Cheshire 89.58% 87.83% 86.23%
Number of salaries quoted 2,250 1,523 2,126
Cheshire median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -
10th Percentile £27,500 £24,000 £22,500
90th Percentile £66,250 £62,500 £57,500
North West median annual salary £45,000 £40,000 £40,000
% change year-on-year +12.50% - -

Data Analysis
Job Vacancy Trend in Cheshire

Job postings citing Data Analysis as a percentage of all IT jobs advertised in Cheshire.

Job vacancy trend for Data Analysis in Cheshire

Data Analysis
Salary Trend in Cheshire

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

Salary trend for Data Analysis in Cheshire

Data Analysis
Salary Histogram in Cheshire

The salary distribution of IT jobs citing Data Analysis in Cheshire over the 6 months to 22 February 2018.

Salary histogram for Data Analysis in Cheshire

Data Analysis
Job Locations in Cheshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the Cheshire region over the 6 months to 22 February 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
Knutsford -25 23 £40,000 -
Chester +6 21 £33,750 -15.63% 1
Macclesfield +3 7 £35,500 -35.45%
Warrington -18 5 £31,250 -0.79%
Wilmslow - 3 £40,500 - 3
Northwich - 2 £33,500 - 3
Crewe -1 1 £77,500 +121.43%
Ellesmere Port - 1 £82,500 -
Data Analysis
North West

For the 6 months to 22 February 2018, IT jobs citing Data Analysis 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 Cheshire region with a requirement for Data Analysis.

1 52 (50.98%) SQL
2 50 (49.02%) Business Intelligence
3 48 (47.06%) Finance
4 38 (37.25%) Data Warehouse
5 29 (28.43%) Visualisation
6 28 (27.45%) Agile Software Development
7 26 (25.49%) Power BI
8 25 (24.51%) Analytics
8 25 (24.51%) Stakeholder Management
9 23 (22.55%) Analytical Skills
10 22 (21.57%) Data Visualisation
10 22 (21.57%) Banking
10 22 (21.57%) SQL Server Reporting Services
11 21 (20.59%) Business Analysis
11 21 (20.59%) Python
12 18 (17.65%) ETL
13 17 (16.67%) SQL Server
14 15 (14.71%) SDLC
15 14 (13.73%) SQL Server Integration Services
15 14 (13.73%) T-SQL
15 14 (13.73%) Risk Management
16 13 (12.75%) Data Modelling
16 13 (12.75%) Degree
16 13 (12.75%) Investment Banking
16 13 (12.75%) Tableau
16 13 (12.75%) Wealth Management
16 13 (12.75%) SQL Server Analysis Services
17 12 (11.76%) Mathematics
17 12 (11.76%) Stakeholder Engagement
17 12 (11.76%) Kimball Methodology

Data Analysis
Co-occurring IT Skills in Cheshire 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 3 (2.94%) Apache Spark
1 3 (2.94%) Elasticsearch
2 1 (0.98%) SharePoint
Applications
1 8 (7.84%) Microsoft Excel
2 5 (4.90%) Microsoft Office
3 2 (1.96%) Microsoft PowerPoint
4 1 (0.98%) Microsoft Project
4 1 (0.98%) MS Visio
Business Applications
1 2 (1.96%) Dynamics AX
1 2 (1.96%) Dynamics CRM
Cloud Services
1 7 (6.86%) Google Analytics
2 4 (3.92%) GitHub
3 3 (2.94%) Dynamics 365
4 2 (1.96%) Responsys
4 2 (1.96%) Silverpop
5 1 (0.98%) IBM Blueworks
Communications & Networking
1 2 (1.96%) SMS
Database & Business Intelligence
1 38 (37.25%) Data Warehouse
2 26 (25.49%) Power BI
3 22 (21.57%) SQL Server Reporting Services
4 17 (16.67%) SQL Server
5 14 (13.73%) SQL Server Integration Services
6 13 (12.75%) SQL Server Analysis Services
7 12 (11.76%) SQL Server 2016
8 11 (10.78%) Big Data
8 11 (10.78%) QlikView
9 9 (8.82%) Qlik Sense
10 8 (7.84%) Crystal Reports
11 7 (6.86%) MySQL
11 7 (6.86%) VLDB
12 6 (5.88%) Data Mining
13 5 (4.90%) Snowflake Schema
14 3 (2.94%) Hadoop
14 3 (2.94%) NoSQL
15 2 (1.96%) Star Schema
16 1 (0.98%) BusinessObjects
Development Applications
1 5 (4.90%) Git (software)
2 4 (3.92%) SQL Server Management Studio (SSMS)
General
1 48 (47.06%) Finance
2 22 (21.57%) Banking
3 13 (12.75%) Investment Banking
4 7 (6.86%) Marketing
5 5 (4.90%) Law
6 3 (2.94%) Advertising
6 3 (2.94%) Corporate Banking
7 2 (1.96%) Retail
8 1 (0.98%) Financial Institution
8 1 (0.98%) Manufacturing
Job Titles
1 60 (58.82%) Analyst
2 27 (26.47%) Business Analyst
3 23 (22.55%) Developer
4 20 (19.61%) Business Intelligence Developer
5 17 (16.67%) Data Analyst
6 12 (11.76%) SQL Developer
7 10 (9.80%) Senior Analyst
7 10 (9.80%) SQL BI Developer
8 8 (7.84%) SSRS Developer
9 7 (6.86%) DBA
9 7 (6.86%) SQL DBA
10 6 (5.88%) Business Intelligence Lead
10 6 (5.88%) Technical Analyst
10 6 (5.88%) Technical Business Analyst
11 5 (4.90%) Banking Analyst
11 5 (4.90%) Business IT Analyst
11 5 (4.90%) Data Engineer
11 5 (4.90%) IT Analyst
11 5 (4.90%) IT Business Analyst
11 5 (4.90%) Report Analyst
Libraries, Frameworks & Software Standards
1 5 (4.90%) HTML
2 2 (1.96%) CSS
2 2 (1.96%) XML
3 1 (0.98%) HTML5
3 1 (0.98%) J2EE
Miscellaneous
1 23 (22.55%) Analytical Skills
2 11 (10.78%) Computer Science
3 10 (9.80%) Management Information System
4 4 (3.92%) Greenfield Project
5 2 (1.96%) Semantic Web
5 2 (1.96%) Smart Energy
5 2 (1.96%) Smart Meter
5 2 (1.96%) Social Media
5 2 (1.96%) User Experience
6 1 (0.98%) Freedom of Information
6 1 (0.98%) Xbox
Operating Systems
1 3 (2.94%) Unix
2 1 (0.98%) Linux
Processes & Methodologies
1 50 (49.02%) Business Intelligence
2 29 (28.43%) Visualisation
3 28 (27.45%) Agile Software Development
4 25 (24.51%) Analytics
4 25 (24.51%) Stakeholder Management
5 22 (21.57%) Data Visualisation
6 21 (20.59%) Business Analysis
7 18 (17.65%) ETL
8 15 (14.71%) SDLC
9 14 (13.73%) Risk Management
10 13 (12.75%) Data Modelling
10 13 (12.75%) Wealth Management
11 12 (11.76%) Kimball Methodology
11 12 (11.76%) Mathematics
11 12 (11.76%) Scenario Testing
11 12 (11.76%) Stakeholder Engagement
12 11 (10.78%) Scrum
13 9 (8.82%) Data Analytics
13 9 (8.82%) Migration
14 8 (7.84%) Statistical Modelling
Programming Languages
1 52 (50.98%) SQL
2 21 (20.59%) Python
3 14 (13.73%) T-SQL
4 7 (6.86%) R
5 6 (5.88%) JavaScript
6 4 (3.92%) Java
7 3 (2.94%) Scala
8 2 (1.96%) PHP
8 2 (1.96%) PL/SQL
8 2 (1.96%) Shell Script
9 1 (0.98%) VBA
Qualifications
1 13 (12.75%) Degree
2 2 (1.96%) Computer Science Degree
Quality Assurance & Compliance
1 11 (10.78%) QA
2 3 (2.94%) Data Quality
2 3 (2.94%) SLA
3 2 (1.96%) PSD2
4 1 (0.98%) GDPR
4 1 (0.98%) ISO/IEC 27001
Vendors
1 13 (12.75%) Tableau
2 11 (10.78%) Microsoft
3 10 (9.80%) Google
3 10 (9.80%) Salesforce.com
4 5 (4.90%) Oracle
5 4 (3.92%) Cognos
6 3 (2.94%) Remedy
7 2 (1.96%) Salesforce Marketing Cloud
7 2 (1.96%) Twitter
8 1 (0.98%) Civica
8 1 (0.98%) Screaming Frog
8 1 (0.98%) Teradata