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 11 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
11 Dec 2016
Same period 2015 Same period 2014
Data Analysis
Rank 151 171 136
Rank change year-on-year
+20 -35
Permanent jobs citing Data Analysis 117 71 142
As % of all permanent IT jobs located in the North West 1.87% 1.19% 1.91%
As % of the Processes & Methodologies category 2.12% 1.35% 2.21%
Number of salaries quoted 84 62 132
Median salary £33,500 £28,250 £32,500
Median salary % change year-on-year
+18.58% -13.07%
90% offered a salary of more than £27,500 £21,600 £30,000
10% offered a salary of more than £54,100 £42,500 £47,500
UK excluding London median salary £40,640 £38,500 £40,000
% change year-on-year
+5.55% -3.75%
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
5516 5242 6422
As % of all permanent IT jobs located in the North West 88.14% 87.60% 86.57%
Number of salaries quoted 4629 4290 5515
Median salary £42,500 £40,000 £40,000
Median salary % change year-on-year
+6.25% -
90% offered a salary of more than £29,091 £28,000 £27,500
10% offered a salary of more than £60,000 £60,000 £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 11 December 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 11 December 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 +7 60 £41,500 +10.66% 17
Lancashire +10 21 £33,000 +1.53%
Merseyside -5 17 £27,500 +7.84% 1
Cheshire 0 16 £31,500 +21.15%
Data Analysis
England

Data Analysis
Top 30 Related IT Skills in the North West

For the 6 months to 11 December 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.

1 130 (58.04%) SQL
2 83 (37.05%) Business Intelligence
3 76 (33.93%) SQL Server
4 67 (29.91%) Analytical Skills
5 66 (29.46%) Analytics
6 62 (27.68%) Finance
7 58 (25.89%) SQL Server Integration Services
8 54 (24.11%) SQL Server Reporting Services
9 52 (23.21%) MS Excel
10 49 (21.88%) Degree
11 36 (16.07%) Microsoft
12 32 (14.29%) T-SQL
12 32 (14.29%) Statistics
13 31 (13.84%) Data Modelling
13 31 (13.84%) Python
14 29 (12.95%) Data Mining
15 28 (12.50%) Business Analysis
16 27 (12.05%) Data Warehouse
16 27 (12.05%) R
16 27 (12.05%) Big Data
17 26 (11.61%) ETL
18 25 (11.16%) Customer Insight
19 24 (10.71%) Machine Learning
19 24 (10.71%) ITIL
20 23 (10.27%) Computer Science
20 23 (10.27%) Data Management
21 22 (9.82%) Agile Software Development
21 22 (9.82%) QA
21 22 (9.82%) SQL Server Analysis Services
22 21 (9.38%) Mathematics

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 19 (8.48%) SharePoint
2 18 (8.04%) SAS
3 5 (2.23%) Apache Spark
4 3 (1.34%) WebSphere
5 2 (0.89%) BizTalk Server
6 1 (0.45%) Elasticsearch
Applications
1 52 (23.21%) MS Excel
2 16 (7.14%) SPSS
3 7 (3.13%) MS Office
4 6 (2.68%) MS PowerPoint
4 6 (2.68%) Stata
5 5 (2.23%) MS Visio
6 2 (0.89%) Spreadsheet
Business Applications
1 5 (2.23%) Dynamics CRM
2 4 (1.79%) Exstream
3 3 (1.34%) PeopleSoft HRMS
4 2 (0.89%) Cognos Business Intelligence
5 1 (0.45%) Dynamics AX
5 1 (0.45%) FastStats
5 1 (0.45%) SAP HCM
5 1 (0.45%) SAP HR
5 1 (0.45%) SAP HR-PA
5 1 (0.45%) SAP Oil and Gas
Cloud Services
1 9 (4.02%) SaaS
2 5 (2.23%) IaaS
2 5 (2.23%) PaaS
3 4 (1.79%) G Suite
3 4 (1.79%) Google Analytics
4 3 (1.34%) Amazon AWS
4 3 (1.34%) Google Tag Manager
5 1 (0.45%) Adobe Analytics
Communications & Networking
1 4 (1.79%) 802.11
1 4 (1.79%) DHCP
1 4 (1.79%) DNS
1 4 (1.79%) VPN
2 2 (0.89%) Internet
Database & Business Intelligence
1 76 (33.93%) SQL Server
2 58 (25.89%) SQL Server Integration Services
3 54 (24.11%) SQL Server Reporting Services
4 29 (12.95%) Data Mining
5 27 (12.05%) Big Data
5 27 (12.05%) Data Warehouse
6 22 (9.82%) SQL Server Analysis Services
7 19 (8.48%) QlikView
8 16 (7.14%) Power BI
9 11 (4.91%) BusinessObjects
10 9 (4.02%) SQL Server 2008
11 7 (3.13%) MySQL
12 6 (2.68%) Business Intelligence Development Studio
12 6 (2.68%) Hadoop
12 6 (2.68%) SQL Server 2005
13 5 (2.23%) Qlik Sense
14 4 (1.79%) BusinessObjects Business Intelligence
14 4 (1.79%) Relational Database
14 4 (1.79%) Spotfire
15 3 (1.34%) MS Access
Development Applications
1 14 (6.25%) Team Foundation Server
2 2 (0.89%) Oracle APEX
2 2 (0.89%) SQL Server Management Studio (SSMS)
3 1 (0.45%) Visual Studio
3 1 (0.45%) Visual Website Optimizer
General
1 62 (27.68%) Finance
2 20 (8.93%) Marketing
3 13 (5.80%) Retail
4 12 (5.36%) Banking
5 11 (4.91%) Legal
6 5 (2.23%) Corporate Banking
6 5 (2.23%) Retail Banking
7 4 (1.79%) Multimedia
7 4 (1.79%) Pharmaceutical
8 3 (1.34%) Advertising
8 3 (1.34%) Local Government
9 1 (0.45%) Electronics
9 1 (0.45%) Front Office
9 1 (0.45%) Law
9 1 (0.45%) Manufacturing
9 1 (0.45%) Telecoms
Job Titles
1 105 (46.88%) Analyst
2 50 (22.32%) Data Analyst
3 38 (16.96%) Developer
4 35 (15.63%) SQL Analyst
5 31 (13.84%) SQL Data Analyst
6 20 (8.93%) Business Intelligence Developer
7 17 (7.59%) Data Scientist
8 16 (7.14%) Systems Analyst
9 14 (6.25%) Technical Analyst
10 12 (5.36%) Analyst Developer
10 12 (5.36%) Business Analyst
11 11 (4.91%) JavaScript Developer
11 11 (4.91%) QlikView Developer
12 10 (4.46%) Data Manager
13 9 (4.02%) Senior Analyst
14 8 (3.57%) Business Data Analyst
14 8 (3.57%) DBA
14 8 (3.57%) SQL DBA
15 7 (3.13%) MATLAB Engineer
15 7 (3.13%) SSRS Analyst
Libraries, Frameworks & Software Standards
1 16 (7.14%) CSS
1 16 (7.14%) HTML
2 15 (6.70%) .NET
3 13 (5.80%) ASP.NET
4 12 (5.36%) D3.js
4 12 (5.36%) MDX
5 11 (4.91%) Highcharts JS
5 11 (4.91%) jQuery
5 11 (4.91%) XML
6 5 (2.23%) Web Services
7 4 (1.79%) 802.1X
8 2 (0.89%) REST
8 2 (0.89%) SOAP
Miscellaneous
1 67 (29.91%) Analytical Skills
2 32 (14.29%) Statistics
3 23 (10.27%) Computer Science
4 21 (9.38%) Management Information System
4 21 (9.38%) Mathematics
5 19 (8.48%) iPad
6 18 (8.04%) Data Integration
7 17 (7.59%) Algorithms
8 16 (7.14%) Visualisation
9 11 (4.91%) Physics
10 9 (4.02%) Data Extraction
11 7 (3.13%) CUDA
12 6 (2.68%) Credit Risk
12 6 (2.68%) Data Structures
13 5 (2.23%) Reference Data
14 4 (1.79%) Data Protection Act
14 4 (1.79%) Economics
14 4 (1.79%) Smart Meter
14 4 (1.79%) Social Media
15 3 (1.34%) User Experience
Operating Systems
1 7 (3.13%) Windows
2 4 (1.79%) Windows 10
2 4 (1.79%) Windows 7
2 4 (1.79%) Windows 8
2 4 (1.79%) Windows Vista
3 3 (1.34%) Linux
3 3 (1.34%) Unix
4 2 (0.89%) Windows Server
5 1 (0.45%) AIX
5 1 (0.45%) VMS
5 1 (0.45%) Windows 2000
5 1 (0.45%) Windows XP
Processes & Methodologies
1 83 (37.05%) Business Intelligence
2 66 (29.46%) Analytics
3 31 (13.84%) Data Modelling
4 28 (12.50%) Business Analysis
5 26 (11.61%) ETL
6 25 (11.16%) Customer Insight
7 24 (10.71%) ITIL
7 24 (10.71%) Machine Learning
8 23 (10.27%) Data Management
9 22 (9.82%) Agile Software Development
10 20 (8.93%) Data Analytics
11 17 (7.59%) Mentoring
12 16 (7.14%) Stakeholder Management
12 16 (7.14%) Statistical Analysis
13 15 (6.70%) Risk Management
14 14 (6.25%) Change Management
14 14 (6.25%) Project Management
15 11 (4.91%) Data Transformation
15 11 (4.91%) Predictive Modelling
15 11 (4.91%) Problem Management
Programming Languages
1 130 (58.04%) SQL
2 32 (14.29%) T-SQL
3 31 (13.84%) Python
4 27 (12.05%) R
5 21 (9.38%) VBA
6 20 (8.93%) PowerShell
7 16 (7.14%) JavaScript
8 13 (5.80%) MATLAB
9 11 (4.91%) C++
9 11 (4.91%) Java
10 7 (3.13%) C
10 7 (3.13%) C#
10 7 (3.13%) PL/SQL
11 6 (2.68%) Scala
11 6 (2.68%) VB
12 5 (2.23%) Perl
13 3 (1.34%) VBScript
Qualifications
1 49 (21.88%) Degree
2 18 (8.04%) PhD
3 9 (4.02%) Microsoft Certification
4 5 (2.23%) IIBA
4 5 (2.23%) ISEB
4 5 (2.23%) ITIL Certification
5 4 (1.79%) CCNA
5 4 (1.79%) Cisco Certification
5 4 (1.79%) ITIL Foundation Certificate
5 4 (1.79%) MCSA
6 2 (0.89%) MCP
6 2 (0.89%) MCSE
7 1 (0.45%) BC Cleared
7 1 (0.45%) DBS Check
7 1 (0.45%) Security Cleared
Quality Assurance & Compliance
1 22 (9.82%) QA
2 13 (5.80%) Data Quality
3 11 (4.91%) SLA
4 5 (2.23%) PCI DSS
System Software
1 4 (1.79%) VMware Infrastructure
2 2 (0.89%) Active Directory
Systems Management
1 4 (1.79%) AirWatch
2 2 (0.89%) SCCM
Vendors
1 36 (16.07%) Microsoft
2 17 (7.59%) Tableau
3 15 (6.70%) SAP
4 9 (4.02%) HP
4 9 (4.02%) Oracle
4 9 (4.02%) Orchard
5 8 (3.57%) Google
6 6 (2.68%) Cognizant
6 6 (2.68%) Informatica
7 5 (2.23%) Cognos
7 5 (2.23%) GoldenSource
8 4 (1.79%) Ab Initio
8 4 (1.79%) IBM
8 4 (1.79%) Netezza
8 4 (1.79%) Teradata
8 4 (1.79%) VMware
9 3 (1.34%) PeopleSoft
10 2 (0.89%) Dell
10 2 (0.89%) Reuters
10 2 (0.89%) Salesforce.com
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