Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 25 July 2017

The following table provides summary statistics for permanent job vacancies with a requirement for SPSS skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited SPSS over the 6 months to 25 July 2017 with a comparison to the same period in the previous 2 years.

SPSS
UK
6 months to
25 Jul 2017		 Same period 2016 Same period 2015
Rank 775 787 651
Rank change year-on-year +12 -136 +86
Permanent jobs citing SPSS 426 501 826
As % of all permanent IT jobs advertised in the UK 0.24% 0.25% 0.37%
As % of the Applications category 2.75% 2.64% 3.68%
Number of salaries quoted 337 419 611
UK median annual salary £45,000 £50,000 £47,500
Median salary % change year-on-year -10.00% +5.26% -4.04%
10th Percentile £31,250 £30,500 £30,000
90th Percentile £79,250 £82,500 £82,500
UK excluding London median annual salary £40,500 £49,250 £45,000
% change year-on-year -17.77% +9.44% +8.43%

SPSS is in the software application skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for software application skills.

Software Application Skills
UK
Permanent job vacancies with a requirement for software application skills 15481 18953 22461
As % of all permanent IT job vacancies advertised in the UK 8.71% 9.37% 10.08%
Number of salaries quoted 12136 15452 17657
UK median annual salary £37,500 £37,000 £36,500
Median salary % change year-on-year +1.35% +1.37% +4.29%
10th Percentile £22,250 £21,263 £21,250
90th Percentile £65,000 £65,000 £65,000
UK excluding London median annual salary £34,000 £32,500 £32,500
% change year-on-year +4.62% - -

SPSS
Job Vacancy Trend

Job postings citing SPSS as a percentage of all IT jobs advertised.

Job vacancy trend for SPSS in the UK

SPSS
Salary Trend

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

Salary trend for SPSS in the UK

SPSS
Salary Histogram

The salary distribution of IT jobs citing SPSS over the 6 months to 25 July 2017.

Salary histogram for SPSS in the UK

SPSS
Top 13 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SPSS within the UK over the 6 months to 25 July 2017. 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
England +31 408 £46,000 -8.00% 29
London -25 237 £52,500 - 13
UK excluding London +55 177 £40,500 -17.77% 17
North of England +21 78 £45,000 -10.00% 9
Yorkshire +48 43 £55,000 +10.00% 4
Midlands +70 37 £35,000 -6.67% 1
North West -26 35 £35,000 -16.67% 5
West Midlands +49 32 £35,000 -12.50% 1
South West -2 27 £40,750 -22.38% 2
East of England +27 20 £31,250 -34.21% 3
South East +44 8 £35,000 -12.50% 1
Scotland 0 7 £45,000 -39.19% 1
East Midlands +18 2 - -

For the 6 months to 25 July 2017, IT jobs citing SPSS also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for SPSS.

1 341 (80.05%) SAS
2 312 (73.24%) Analytics
3 256 (60.09%) SQL
4 226 (53.05%) Analytical Skills
5 205 (48.12%) R
6 173 (40.61%) Python
7 142 (33.33%) Business Intelligence
8 134 (31.46%) Data Analytics
9 132 (30.99%) Degree
10 131 (30.75%) Tableau
11 115 (27.00%) Data Analysis
12 109 (25.59%) Big Data
13 104 (24.41%) Marketing
14 103 (24.18%) Microsoft Excel
15 96 (22.54%) Visualisation
16 94 (22.07%) Statistics
17 90 (21.13%) Data Mining
18 83 (19.48%) Finance
18 83 (19.48%) Hadoop
19 81 (19.01%) Mathematics
20 79 (18.54%) ETL
20 79 (18.54%) Data Modelling
21 73 (17.14%) QlikView
22 70 (16.43%) SQL Server
23 69 (16.20%) Statistical Analysis
24 68 (15.96%) Machine Learning
25 65 (15.26%) Data Warehouse
26 61 (14.32%) Microsoft
27 60 (14.08%) Data Visualisation
28 57 (13.38%) CRM

SPSS
Co-occurring IT Skills 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
1 341 (80.05%) SAS
2 26 (6.10%) Apache Spark
3 22 (5.16%) Apache Pig
4 17 (3.99%) Apache
5 2 (0.47%) JBoss
5 2 (0.47%) Tomcat
5 2 (0.47%) WebLogic
5 2 (0.47%) WebSphere
6 1 (0.23%) SharePoint
Applications
1 103 (24.18%) Microsoft Excel
2 34 (7.98%) Microsoft PowerPoint
3 22 (5.16%) Microsoft Office
4 19 (4.46%) SPSS Modeler
5 13 (3.05%) Stata
6 4 (0.94%) S-PLUS
7 3 (0.70%) Spreadsheet
8 2 (0.47%) EViews
9 1 (0.23%) UserZoom
Business Applications
1 21 (4.93%) SAP InfiniteInsight
2 10 (2.35%) Dynamics CRM
3 8 (1.88%) Adobe Campaign
4 6 (1.41%) FastStats
5 3 (0.70%) Unica
6 2 (0.47%) SAP ERP
7 1 (0.23%) Eloqua
7 1 (0.23%) Salesforce.com CRM
7 1 (0.23%) WebTrends
Cloud Services
1 34 (7.98%) Google Analytics
2 26 (6.10%) Microsoft Azure
3 20 (4.69%) Cloud Computing
4 16 (3.76%) Azure Machine Learning
5 14 (3.29%) Adobe Analytics
6 13 (3.05%) Azure Data Factory
7 12 (2.82%) Amazon AWS
8 9 (2.11%) Cortana Intelligence Suite
9 4 (0.94%) Google Cloud Platform
10 3 (0.70%) Amazon EC2
10 3 (0.70%) Amazon EMR
11 2 (0.47%) Office 365
12 1 (0.23%) Data Lake Analytics
12 1 (0.23%) SaaS
12 1 (0.23%) SurveyMonkey
Communications & Networking
1 4 (0.94%) Internet
2 2 (0.47%) HTTP
2 2 (0.47%) LDAP
2 2 (0.47%) SSL
3 1 (0.23%) Intranet
Database & Business Intelligence
1 109 (25.59%) Big Data
2 90 (21.13%) Data Mining
3 83 (19.48%) Hadoop
4 73 (17.14%) QlikView
5 70 (16.43%) SQL Server
6 65 (15.26%) Data Warehouse
7 52 (12.21%) NoSQL
8 50 (11.74%) Spotfire
9 44 (10.33%) Power BI
10 41 (9.62%) Relational Database
11 39 (9.15%) SQL Server Integration Services
12 27 (6.34%) Apache Hive
13 25 (5.87%) MS Access
14 24 (5.63%) RDBMS
15 23 (5.40%) SQL Server Reporting Services
16 21 (4.93%) BusinessObjects
16 21 (4.93%) Pentaho
17 16 (3.76%) SAS EBI
18 14 (3.29%) MongoDB
19 13 (3.05%) Apache Cassandra
Development Applications
1 8 (1.88%) Toad
2 5 (1.17%) RStudio
3 1 (0.23%) Git (software)
3 1 (0.23%) Maven
General
1 104 (24.41%) Marketing
2 83 (19.48%) Finance
3 48 (11.27%) Retail
4 15 (3.52%) Advertising
5 13 (3.05%) Banking
6 12 (2.82%) German Language
7 10 (2.35%) Aerospace
8 8 (1.88%) Legal
9 6 (1.41%) Automotive
9 6 (1.41%) Manufacturing
9 6 (1.41%) Telecoms
10 5 (1.17%) French Language
11 4 (0.94%) Investment Banking
11 4 (0.94%) Law
12 2 (0.47%) Games
13 1 (0.23%) Military
Job Titles
1 170 (39.91%) Analyst
2 73 (17.14%) Data Scientist
3 55 (12.91%) Data Analyst
4 47 (11.03%) Analytics Manager
5 44 (10.33%) Insight Analyst
6 40 (9.39%) Consultant
6 40 (9.39%) Data Analytics Manager
7 38 (8.92%) Senior Analyst
8 35 (8.22%) Data Manager
9 31 (7.28%) Marketing Analyst
10 29 (6.81%) Analytics Consultant
11 28 (6.57%) SPSS Analyst
12 27 (6.34%) SQL Analyst
13 24 (5.63%) Data Consultant
14 21 (4.93%) Data Analytics Consultant
14 21 (4.93%) Data Insight Analyst
14 21 (4.93%) Insight Data Analyst
15 16 (3.76%) SAS Analyst
16 15 (3.52%) Research Analyst
16 15 (3.52%) Senior Manager
Libraries, Frameworks & Software Standards
1 19 (4.46%) HTML
2 13 (3.05%) Natural Language Processing
3 9 (2.11%) .NET
4 8 (1.88%) XML
5 5 (1.17%) JSON
5 5 (1.17%) Regular Expression
6 4 (0.94%) D3.js
6 4 (0.94%) Kafka
6 4 (0.94%) TensorFlow
6 4 (0.94%) Theano
6 4 (0.94%) Web Services
7 3 (0.70%) HTML5
8 2 (0.47%) CSS
8 2 (0.47%) JSP
8 2 (0.47%) MDX
8 2 (0.47%) Pandas
8 2 (0.47%) Spring
8 2 (0.47%) Spring Security
8 2 (0.47%) XSLT
9 1 (0.23%) Velocity
Miscellaneous
1 226 (53.05%) Analytical Skills
2 30 (7.04%) Computer Science
3 28 (6.57%) Algorithms
4 15 (3.52%) Fintech
5 11 (2.58%) Social Network
5 11 (2.58%) User Experience
6 10 (2.35%) NHS
7 8 (1.88%) Social Media
8 7 (1.64%) Credit Risk
8 7 (1.64%) Management Information System
9 6 (1.41%) FMCG
10 3 (0.70%) Blog
10 3 (0.70%) Data Protection Act
10 3 (0.70%) Digital Media
11 1 (0.23%) Data Structures
11 1 (0.23%) Robotics
11 1 (0.23%) Smartphone
11 1 (0.23%) Virtual Team
Operating Systems
1 19 (4.46%) Linux
2 3 (0.70%) Unix
3 2 (0.47%) Solaris
3 2 (0.47%) Windows
Processes & Methodologies
1 312 (73.24%) Analytics
2 142 (33.33%) Business Intelligence
3 134 (31.46%) Data Analytics
4 115 (27.00%) Data Analysis
5 96 (22.54%) Visualisation
6 94 (22.07%) Statistics
7 81 (19.01%) Mathematics
8 79 (18.54%) Data Modelling
8 79 (18.54%) ETL
9 69 (16.20%) Statistical Analysis
10 68 (15.96%) Machine Learning
11 60 (14.08%) Data Visualisation
12 57 (13.38%) CRM
13 54 (12.68%) Data Management
14 48 (11.27%) Actionable Insight
14 48 (11.27%) Agile Software Development
15 44 (10.33%) Stakeholder Management
16 36 (8.45%) Open Source
16 36 (8.45%) Predictive Analytics
17 34 (7.98%) Statistical Modelling
Programming Languages
1 256 (60.09%) SQL
2 205 (48.12%) R
3 173 (40.61%) Python
4 54 (12.68%) VBA
5 42 (9.86%) MATLAB
6 40 (9.39%) Java
7 19 (4.46%) JavaScript
8 16 (3.76%) PHP
9 14 (3.29%) Scala
10 11 (2.58%) C#
11 9 (2.11%) C++
11 9 (2.11%) T-SQL
12 8 (1.88%) VB.NET
13 6 (1.41%) C
13 6 (1.41%) VB
14 3 (0.70%) HiveQL
14 3 (0.70%) Perl
15 1 (0.23%) Julia
15 1 (0.23%) PL/SQL
Qualifications
1 132 (30.99%) Degree
2 39 (9.15%) PhD
3 30 (7.04%) Security Cleared
4 28 (6.57%) Numerate Degree
5 25 (5.87%) Master's Degree
6 16 (3.76%) SC Cleared
7 9 (2.11%) Postgraduate
8 3 (0.70%) DV Cleared
9 2 (0.47%) Computer Science Degree
9 2 (0.47%) CTC Cleared
10 1 (0.23%) AAT
10 1 (0.23%) ACCA
10 1 (0.23%) CIMA
Quality Assurance & Compliance
1 28 (6.57%) Data Quality
2 9 (2.11%) QA
3 5 (1.17%) Actionable Recommendations
4 1 (0.23%) Sarbanes-Oxley
System Software
1 3 (0.70%) Apache Flume
2 2 (0.47%) Active Directory
Systems Management
1 1 (0.23%) Opscode Chef
1 1 (0.23%) Tivoli
Vendors
1 131 (30.75%) Tableau
2 61 (14.32%) Microsoft
3 48 (11.27%) IBM
4 35 (8.22%) Google
4 35 (8.22%) SAP
5 28 (6.57%) Cognos
6 22 (5.16%) Cloudera
7 20 (4.69%) Netezza
7 20 (4.69%) Teradata
8 19 (4.46%) Adobe
9 17 (3.99%) Hortonworks
10 16 (3.76%) Alteryx
10 16 (3.76%) MapR
11 15 (3.52%) Informatica
12 12 (2.82%) Oracle
13 11 (2.58%) MicroStrategy
14 9 (2.11%) Facebook
14 9 (2.11%) Twitter
15 6 (1.41%) RapidMiner
15 6 (1.41%) Salesforce.com
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