The table below looks at the statistics for Data Analysis skills in IT jobs advertised for the North West region. Included is a guide to the salaries offered in IT jobs that have cited Data Analysis over the 3 months to 28 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Sep 2016
Same period 2015 Same period 2014
Data Analysis
Rank 151 156 96
Rank change year-on-year
+5 -60
Permanent jobs citing Data Analysis 116 103 201
As % of all permanent IT jobs located in the North West 1.82% 1.53% 2.75%
As % of the Processes & Methodologies category 2.07% 1.73% 3.17%
Number of salaries quoted 88 84 164
Median salary £36,750 £37,500 £32,500
Median salary % change year-on-year
-2.00% +15.38%
90% offered a salary of more than £30,000 £23,500 £23,300
10% offered a salary of more than £59,750 £52,500 £50,000
UK excluding London median salary £42,000 £40,000 £38,000
% change year-on-year
+5.00% +5.26%
Data Analysis
England

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the North West region.

Processes & Methodologies Category
North West
Permanent IT job ads with a match in the
Processes & Methodologies category
5614 5957 6331
As % of all permanent IT jobs located in the North West 88.27% 88.42% 86.64%
Number of salaries quoted 4682 4934 5176
Median salary £42,500 £42,000 £40,000
Median salary % change year-on-year
+1.19% +5.00%
90% offered a salary of more than £29,000 £28,500 £27,500
10% offered a salary of more than £60,000 £58,000 £60,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Analysis
Jobs Demand Trend in the North West

The demand trend of job ads across the North West region citing Data Analysis as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Analysis Jobs Demand Trend in the North West

Data Analysis
Salary Trend in the North West

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

Data Analysis Salary Trend in the North West

Data Analysis
Salary Histogram in the North West

This chart provides a salary histogram for IT jobs citing Data Analysis across the North West region over the 3 months to 28 September 2016.

Data Analysis Salary Histogram in the North West

Data Analysis
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the North West region over the 3 months to 28 September 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester -21 57 £40,000 +0.70% 10
Cheshire +57 40 £31,500 +21.15% 3
Merseyside -10 10 £30,000 +27.65% 3
Lancashire +7 8 £36,000 +14.28% 4
Data Analysis
England

Data Analysis
Top 30 Related IT Skills in the North West

For the 6 months to 28 September 2016, IT jobs citing Data Analysis also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for Data Analysis.

1 101 (51.53%) SQL
2 71 (36.22%) Finance
3 67 (34.18%) Business Intelligence
4 56 (28.57%) SQL Server
5 48 (24.49%) Analytical Skills
6 41 (20.92%) Analytics
7 40 (20.41%) SQL Server Integration Services
8 39 (19.90%) SQL Server Reporting Services
9 34 (17.35%) Microsoft
10 30 (15.31%) Data Mining
10 30 (15.31%) Statistics
11 29 (14.80%) Business Analysis
11 29 (14.80%) Data Warehouse
12 28 (14.29%) Python
13 27 (13.78%) Degree
13 27 (13.78%) Machine Learning
14 26 (13.27%) Big Data
14 26 (13.27%) MS Excel
15 25 (12.76%) R
16 24 (12.24%) Algorithms
16 24 (12.24%) ETL
16 24 (12.24%) SAP
16 24 (12.24%) SQL Server Analysis Services
17 23 (11.73%) Customer Insight
18 22 (11.22%) Statistical Analysis
18 22 (11.22%) Data Modelling
19 20 (10.20%) QlikView
19 20 (10.20%) PhD
20 19 (9.69%) Agile Software Development
21 18 (9.18%) Data Management

Data Analysis
Top Related IT Skills in the North West 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 9 (4.59%) SAS
2 8 (4.08%) SharePoint
3 5 (2.55%) BizTalk Server
3 5 (2.55%) WebSphere
4 2 (1.02%) Apache Spark
5 1 (0.51%) Elasticsearch
Applications
1 26 (13.27%) MS Excel
2 11 (5.61%) SPSS
3 9 (4.59%) MS Office
4 7 (3.57%) MS Visio
5 6 (3.06%) MS PowerPoint
5 6 (3.06%) Stata
6 1 (0.51%) MS Project
Business Applications
1 8 (4.08%) Dynamics CRM
2 4 (2.04%) Exstream
2 4 (2.04%) SAP Oil and Gas
3 3 (1.53%) PeopleSoft HRMS
4 2 (1.02%) Oracle ERP
5 1 (0.51%) SAP CRM
5 1 (0.51%) SAP HCM
5 1 (0.51%) SAP HR
5 1 (0.51%) SAP HR-PA
Cloud Services
1 6 (3.06%) Amazon AWS
2 4 (2.04%) Google Apps
3 1 (0.51%) Google Analytics
3 1 (0.51%) SaaS
Communications & Networking
1 4 (2.04%) 802.11
1 4 (2.04%) DHCP
1 4 (2.04%) DNS
1 4 (2.04%) VPN
2 3 (1.53%) Internet
3 1 (0.51%) SMS
Database & Business Intelligence
1 56 (28.57%) SQL Server
2 40 (20.41%) SQL Server Integration Services
3 39 (19.90%) SQL Server Reporting Services
4 30 (15.31%) Data Mining
5 29 (14.80%) Data Warehouse
6 26 (13.27%) Big Data
7 24 (12.24%) SQL Server Analysis Services
8 20 (10.20%) QlikView
9 15 (7.65%) BusinessObjects
10 13 (6.63%) SQL Server 2008
11 10 (5.10%) Qlik Sense
12 9 (4.59%) Crystal Reports
13 6 (3.06%) Power BI
13 6 (3.06%) Relational Database
13 6 (3.06%) SQL Server 2012
14 3 (1.53%) Data Mart
15 2 (1.02%) MS Access
15 2 (1.02%) Oracle Database
15 2 (1.02%) SQL Server 2000
15 2 (1.02%) SQL Server 2005
Development Applications
1 8 (4.08%) Team Foundation Server
2 3 (1.53%) SQL Server Management Studio (SSMS)
2 3 (1.53%) Visual Studio
3 2 (1.02%) Oracle APEX
General
1 71 (36.22%) Finance
2 18 (9.18%) Banking
3 16 (8.16%) Retail
4 14 (7.14%) Marketing
5 8 (4.08%) Manufacturing
6 6 (3.06%) Telecoms
7 5 (2.55%) Corporate Banking
7 5 (2.55%) Retail Banking
8 4 (2.04%) Electronics
8 4 (2.04%) Local Government
9 3 (1.53%) Italian Language
9 3 (1.53%) Pharmaceutical
9 3 (1.53%) Polish Language
9 3 (1.53%) Spanish Language
9 3 (1.53%) Swedish Language
10 2 (1.02%) Advertising
10 2 (1.02%) French Language
10 2 (1.02%) International Banking
10 2 (1.02%) Legal
11 1 (0.51%) Billing
Job Titles
1 91 (46.43%) Analyst
2 39 (19.90%) Data Analyst
2 39 (19.90%) Developer
3 21 (10.71%) Business Intelligence Developer
4 17 (8.67%) Business Analyst
4 17 (8.67%) SQL Analyst
5 14 (7.14%) Machine Learning Engineer
5 14 (7.14%) MATLAB Engineer
6 13 (6.63%) SQL Data Analyst
7 10 (5.10%) Data Scientist
7 10 (5.10%) Senior Analyst
8 9 (4.59%) Applications Support
8 9 (4.59%) Consultant
9 8 (4.08%) Business Intelligence Analyst
9 8 (4.08%) QlikView Developer
9 8 (4.08%) Support Analyst
9 8 (4.08%) Technical Analyst
10 7 (3.57%) Analyst Developer
10 7 (3.57%) Applications Support Analyst
10 7 (3.57%) Banking Analyst
Libraries, Frameworks & Software Standards
1 16 (8.16%) .NET
2 15 (7.65%) ASP.NET
2 15 (7.65%) XML
3 8 (4.08%) CSS
3 8 (4.08%) Web Services
4 6 (3.06%) HTML
4 6 (3.06%) jQuery
5 4 (2.04%) 802.1X
5 4 (2.04%) D3.js
5 4 (2.04%) Highcharts JS
5 4 (2.04%) JSON
6 2 (1.02%) Akka
6 2 (1.02%) AngularJS
6 2 (1.02%) ASP.NET Web Forms
6 2 (1.02%) Play Framework
6 2 (1.02%) RESTful
7 1 (0.51%) MDX
7 1 (0.51%) REST
7 1 (0.51%) SOAP
Miscellaneous
1 48 (24.49%) Analytical Skills
2 30 (15.31%) Statistics
3 24 (12.24%) Algorithms
4 18 (9.18%) Data Integration
5 17 (8.67%) iPad
5 17 (8.67%) Management Information System
6 16 (8.16%) Mathematics
7 14 (7.14%) CUDA
8 11 (5.61%) Credit Risk
9 9 (4.59%) Computer Science
9 9 (4.59%) Visualisation
10 6 (3.06%) Physics
10 6 (3.06%) SWIFT
11 5 (2.55%) Data Structures
11 5 (2.55%) Reference Data
12 4 (2.04%) Data Extraction
12 4 (2.04%) Social Media
13 3 (1.53%) Fintech
14 2 (1.02%) Robotics
14 2 (1.02%) User Experience
Operating Systems
1 9 (4.59%) Windows
2 5 (2.55%) Windows Server
3 4 (2.04%) Windows 10
3 4 (2.04%) Windows 7
3 4 (2.04%) Windows 8
3 4 (2.04%) Windows Vista
4 1 (0.51%) Linux
4 1 (0.51%) Unix
Processes & Methodologies
1 67 (34.18%) Business Intelligence
2 41 (20.92%) Analytics
3 29 (14.80%) Business Analysis
4 27 (13.78%) Machine Learning
5 24 (12.24%) ETL
6 23 (11.73%) Customer Insight
7 22 (11.22%) Data Modelling
7 22 (11.22%) Statistical Analysis
8 19 (9.69%) Agile Software Development
9 18 (9.18%) Data Management
9 18 (9.18%) ITIL
10 17 (8.67%) CRM
10 17 (8.67%) Stakeholder Management
11 16 (8.16%) Change Management
11 16 (8.16%) Mentoring
12 15 (7.65%) Project Management
13 14 (7.14%) Service Design
13 14 (7.14%) Stochastic Modelling
14 13 (6.63%) Data Transformation
15 11 (5.61%) Problem Management
Programming Languages
1 101 (51.53%) SQL
2 28 (14.29%) Python
3 25 (12.76%) R
4 17 (8.67%) C++
4 17 (8.67%) MATLAB
4 17 (8.67%) PowerShell
4 17 (8.67%) T-SQL
5 11 (5.61%) VBA
6 10 (5.10%) JavaScript
7 8 (4.08%) PL/SQL
8 6 (3.06%) Java
9 5 (2.55%) VB
10 4 (2.04%) C
10 4 (2.04%) Scala
11 3 (1.53%) C#
12 2 (1.02%) Perl
13 1 (0.51%) VBScript
Qualifications
1 27 (13.78%) Degree
2 20 (10.20%) PhD
3 5 (2.55%) IIBA
3 5 (2.55%) ISEB
3 5 (2.55%) Microsoft Certification
4 4 (2.04%) CCNA
4 4 (2.04%) Cisco Certification
4 4 (2.04%) ITIL Foundation Certificate
5 3 (1.53%) ITIL Certification
6 2 (1.02%) MCP
6 2 (1.02%) MCSE
7 1 (0.51%) ISTQB
7 1 (0.51%) ISTQB Foundation Certification
7 1 (0.51%) PRINCE2 Certification
7 1 (0.51%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 15 (7.65%) Data Quality
2 11 (5.61%) SLA
3 10 (5.10%) QA
System Software
1 4 (2.04%) VMware Infrastructure
2 2 (1.02%) Active Directory
Systems Management
1 4 (2.04%) AirWatch
2 2 (1.02%) SCCM
Vendors
1 34 (17.35%) Microsoft
2 24 (12.24%) SAP
3 10 (5.10%) Oracle
4 9 (4.59%) HP
4 9 (4.59%) Informatica
5 7 (3.57%) IBM
6 6 (3.06%) Bloomberg
6 6 (3.06%) Cognizant
6 6 (3.06%) Cognos
6 6 (3.06%) Reuters
6 6 (3.06%) Tableau
7 5 (2.55%) GoldenSource
7 5 (2.55%) Google
7 5 (2.55%) Remedy
7 5 (2.55%) Salesforce.com
8 4 (2.04%) Ab Initio
8 4 (2.04%) Netezza
8 4 (2.04%) Orchard
8 4 (2.04%) Teradata
8 4 (2.04%) VMware
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