The table below looks at the statistics for Data Analytics 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 Analytics over the 3 months to 10 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
10 Dec 2016
Same period 2015 Same period 2014
Data Analytics
Rank 170 206 241
Rank change year-on-year
+36 +35
Permanent jobs citing Data Analytics 94 40 31
As % of all permanent IT jobs located in the North West 1.50% 0.66% 0.42%
As % of the Processes & Methodologies category 1.70% 0.76% 0.48%
Number of salaries quoted 84 26 26
Median salary £40,000 £41,250 £44,000
Median salary % change year-on-year
-3.03% -6.25%
90% offered a salary of more than £30,000 £27,000 £22,250
10% offered a salary of more than £57,000 £54,048 £83,750
UK excluding London median salary £50,000 £51,459 £47,500
% change year-on-year
-2.83% +8.33%
Data Analytics
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
5517 5266 6422
As % of all permanent IT jobs located in the North West 88.15% 87.53% 86.67%
Number of salaries quoted 4628 4309 5506
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 Analytics
Jobs Demand Trend in the North West

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

Data Analytics Jobs Demand Trend in the North West

Data Analytics
Salary Trend in the North West

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

Data Analytics Salary Trend in the North West

Data Analytics
Salary Histogram in the North West

This chart provides a salary histogram for IT jobs citing Data Analytics across the North West region over the 3 months to 10 December 2016.

Data Analytics Salary Histogram in the North West

Data Analytics
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 Analytics within the North West region over the 3 months to 10 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 +30 66 £50,000 +4.37% 13
Lancashire +6 17 £33,000 +10.00% 1
Cheshire +11 3 £32,500 -27.77% 1
Merseyside -14 1 - -
Data Analytics
England

Data Analytics
Top 30 Related IT Skills in the North West

For the 6 months to 10 December 2016, IT jobs citing Data Analytics 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 Analytics.

1 139 (100.00%) Analytics
2 57 (41.01%) Business Intelligence
3 52 (37.41%) Big Data
4 50 (35.97%) Python
5 46 (33.09%) SQL
6 44 (31.65%) Oracle
7 41 (29.50%) SAS
7 41 (29.50%) Degree
8 39 (28.06%) Agile Software Development
9 37 (26.62%) SQL Server
10 36 (25.90%) Hadoop
11 32 (23.02%) Visualisation
11 32 (23.02%) Relational Database
12 30 (21.58%) Java
12 30 (21.58%) MySQL
13 29 (20.86%) Information Security
13 29 (20.86%) Apache Spark
14 28 (20.14%) RDBMS
15 26 (18.71%) MongoDB
16 25 (17.99%) R
16 25 (17.99%) C#
17 24 (17.27%) C
17 24 (17.27%) JavaScript
17 24 (17.27%) Apache Hive
17 24 (17.27%) Apache Pig
18 23 (16.55%) Apache Camel
18 23 (16.55%) Elasticsearch
18 23 (16.55%) DevOps
18 23 (16.55%) SDLC
18 23 (16.55%) Hyper-V

Data Analytics
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 41 (29.50%) SAS
2 29 (20.86%) Apache Spark
3 24 (17.27%) Apache Pig
4 23 (16.55%) Elasticsearch
5 3 (2.16%) Apache
Applications
1 15 (10.79%) MS Excel
2 11 (7.91%) Stata
3 10 (7.19%) SPSS
4 3 (2.16%) MS Office
4 3 (2.16%) MS Visio
4 3 (2.16%) S-PLUS
5 1 (0.72%) Spreadsheet
Business Applications
1 8 (5.76%) Adobe Campaign
2 7 (5.04%) Oracle EBS
3 6 (4.32%) Cognos Business Intelligence
3 6 (4.32%) Cognos Controller
3 6 (4.32%) Cognos TM1
4 1 (0.72%) SAP Oil and Gas
Cloud Services
1 9 (6.47%) SaaS
2 7 (5.04%) Amazon AWS
3 3 (2.16%) Amazon EMR
3 3 (2.16%) Cloud Computing
3 3 (2.16%) Google Analytics
4 2 (1.44%) Microsoft Azure
Communications & Networking
1 4 (2.88%) BGP
1 4 (2.88%) LAN
1 4 (2.88%) MPLS
1 4 (2.88%) OSPF
1 4 (2.88%) WAN
2 2 (1.44%) Cisco ASA
2 2 (1.44%) Firewall
3 1 (0.72%) Network Security
3 1 (0.72%) Skype
3 1 (0.72%) Wi-Fi
Database & Business Intelligence
1 52 (37.41%) Big Data
2 37 (26.62%) SQL Server
3 36 (25.90%) Hadoop
4 32 (23.02%) Relational Database
5 30 (21.58%) MySQL
6 28 (20.14%) RDBMS
7 26 (18.71%) MongoDB
8 24 (17.27%) Apache Hive
9 23 (16.55%) SQL Server Integration Services
9 23 (16.55%) SQL Server Reporting Services
10 20 (14.39%) Data Mining
11 16 (11.51%) Power BI
11 16 (11.51%) QlikView
12 12 (8.63%) Spotfire
13 9 (6.47%) Data Warehouse
14 8 (5.76%) DataStage
15 7 (5.04%) NoSQL
15 7 (5.04%) SQL Server Analysis Services
16 4 (2.88%) Business Intelligence Development Studio
16 4 (2.88%) Oracle Database
Development Applications
1 1 (0.72%) Visual Studio
General
1 21 (15.11%) Finance
2 20 (14.39%) Military
3 16 (11.51%) Retail
4 9 (6.47%) Marketing
5 7 (5.04%) Advertising
6 6 (4.32%) Banking
7 5 (3.60%) Legal
8 2 (1.44%) Law
9 1 (0.72%) Back Office
9 1 (0.72%) Electronics
9 1 (0.72%) Manufacturing
9 1 (0.72%) Telecoms
Job Titles
1 26 (18.71%) Analyst
2 19 (13.67%) Data Scientist
3 18 (12.95%) Software Engineer
4 17 (12.23%) Consultant
5 15 (10.79%) Developer
6 13 (9.35%) Analytics Consultant
6 13 (9.35%) Data Analytics Consultant
6 13 (9.35%) Data Consultant
7 10 (7.19%) SQL Analyst
8 9 (6.47%) Business Intelligence Consultant
8 9 (6.47%) Data Analyst
9 8 (5.76%) Business Consultant
9 8 (5.76%) Senior Consultant
9 8 (5.76%) Senior Data Scientist
10 7 (5.04%) Architect
10 7 (5.04%) Lead Architect
10 7 (5.04%) Lead Software Architect
10 7 (5.04%) Software Architect
10 7 (5.04%) SQL Data Analyst
11 6 (4.32%) SQL Server Analyst
Libraries, Frameworks & Software Standards
1 23 (16.55%) Apache Camel
1 23 (16.55%) Hibernate
1 23 (16.55%) Java EE
1 23 (16.55%) Spring
2 22 (15.83%) AngularJS
2 22 (15.83%) CSS
2 22 (15.83%) HTML
2 22 (15.83%) jQuery
2 22 (15.83%) Middleware
2 22 (15.83%) Node.js
3 21 (15.11%) CSS3
3 21 (15.11%) HTML5
4 12 (8.63%) MDX
5 8 (5.76%) LAMP
6 4 (2.88%) .NET
6 4 (2.88%) Natural Language Processing
6 4 (2.88%) Web Services
7 2 (1.44%) XML
8 1 (0.72%) ASP.NET
8 1 (0.72%) PhoneGap
Miscellaneous
1 32 (23.02%) Visualisation
2 22 (15.83%) Computer Science
2 22 (15.83%) Statistics
3 21 (15.11%) Mathematics
4 20 (14.39%) Analytical Skills
5 15 (10.79%) PKI
6 11 (7.91%) Algorithms
7 8 (5.76%) Neural Network
8 7 (5.04%) Credit Risk
8 7 (5.04%) Psychology
9 4 (2.88%) Data Extraction
9 4 (2.88%) Data Integration
9 4 (2.88%) Management Information System
9 4 (2.88%) Smart Meter
10 3 (2.16%) Physics
11 2 (1.44%) iPad
12 1 (0.72%) Cybercrime
12 1 (0.72%) Economics
12 1 (0.72%) Smartphone
Operating Systems
1 9 (6.47%) Linux
2 6 (4.32%) Windows
3 5 (3.60%) Android
3 5 (3.60%) Apple iOS
Processes & Methodologies
1 139 (100.00%) Analytics
2 57 (41.01%) Business Intelligence
3 39 (28.06%) Agile Software Development
4 29 (20.86%) Information Security
5 23 (16.55%) DevOps
5 23 (16.55%) Scrum
5 23 (16.55%) SDLC
5 23 (16.55%) Software Engineering
6 22 (15.83%) Time Management
7 20 (14.39%) Data Analysis
7 20 (14.39%) Open Source
8 19 (13.67%) Big Data Analytics
9 16 (11.51%) Data Modelling
10 15 (10.79%) Machine Learning
11 14 (10.07%) Mentoring
12 11 (7.91%) Continuous Improvement
12 11 (7.91%) ETL
12 11 (7.91%) Statistical Modelling
13 10 (7.19%) Cluster Analysis
14 8 (5.76%) Web Development
Programming Languages
1 50 (35.97%) Python
2 46 (33.09%) SQL
3 30 (21.58%) Java
4 25 (17.99%) C#
4 25 (17.99%) R
5 24 (17.27%) C
5 24 (17.27%) JavaScript
6 18 (12.95%) Perl
6 18 (12.95%) T-SQL
7 17 (12.23%) Ruby
7 17 (12.23%) VBA
8 7 (5.04%) Scala
9 4 (2.88%) MATLAB
10 3 (2.16%) C++
10 3 (2.16%) Clojure
10 3 (2.16%) Haskell
11 2 (1.44%) Data Analysis Expressions (DAX)
12 1 (0.72%) PHP
12 1 (0.72%) PowerShell
Qualifications
1 41 (29.50%) Degree
2 21 (15.11%) DV Cleared
2 21 (15.11%) Security Cleared
3 13 (9.35%) PhD
4 4 (2.88%) CCNP
4 4 (2.88%) Cisco Certification
5 2 (1.44%) JNCIP
6 1 (0.72%) CISA
6 1 (0.72%) CISM
6 1 (0.72%) CISSP
6 1 (0.72%) ITIL Certification
Quality Assurance & Compliance
1 7 (5.04%) QA
2 2 (1.44%) Data Quality
2 2 (1.44%) IAS 39
3 1 (0.72%) ISO/IEC 27001
System Software
1 23 (16.55%) Hyper-V
1 23 (16.55%) VMware Infrastructure
Systems Management
1 2 (1.44%) FortiGate
2 1 (0.72%) AirWatch
Vendors
1 44 (31.65%) Oracle
2 23 (16.55%) VMware
3 22 (15.83%) Tableau
4 17 (12.23%) Microsoft
5 11 (7.91%) Informatica
6 10 (7.19%) Ab Initio
7 8 (5.76%) Cognos
7 8 (5.76%) MicroStrategy
8 6 (4.32%) IBM
9 3 (2.16%) Cisco
9 3 (2.16%) Google
9 3 (2.16%) SAP
9 3 (2.16%) Teradata
10 2 (1.44%) CheckPoint
10 2 (1.44%) Hyperion
10 2 (1.44%) Juniper
10 2 (1.44%) Palo Alto
11 1 (0.72%) Meraki
11 1 (0.72%) Samsung
11 1 (0.72%) Xamarin
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