Period
to 17 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 17 November 2017 with a comparison to the same period in the previous 2 years.

SPSS
UK > England
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 802 757 712
Rank change year-on-year -45 -45 +45
Permanent jobs citing SPSS 360 476 635
As % of all permanent IT jobs advertised in England 0.21% 0.27% 0.31%
As % of the Applications category 2.42% 3.00% 3.07%
Number of salaries quoted 278 363 458
England median annual salary £45,000 £50,000 £50,000
Median salary % change year-on-year -10.00% - -
10th Percentile £29,750 £31,550 £31,000
90th Percentile £87,500 £78,950 £77,500
UK median annual salary £45,000 £50,000 £50,000
% change year-on-year -10.00% - -

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

All Software Application Skills
England
Permanent vacancies with a requirement for software application skills 14891 15852 20661
As % of all permanent IT jobs advertised in England 8.82% 8.83% 10.02%
Number of salaries quoted 11680 13076 16652
England median annual salary £37,500 £37,500 £37,500
10th Percentile £22,000 £21,500 £21,250
90th Percentile £65,000 £65,000 £63,750
UK median annual salary £37,500 £37,500 £37,500

SPSS
Job Vacancy Trend in England

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

Job vacancy trend for SPSS in England

SPSS
Salary Trend in England

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

Salary trend for SPSS in England

SPSS
Salary Histogram in England

The salary distribution of IT jobs citing SPSS in England over the 6 months to 17 November 2017.

Salary histogram for SPSS in England

SPSS
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SPSS within the England region over the 6 months to 17 November 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
London -40 201 £60,000 +14.29% 6
North of England +6 67 £45,000 -10.00% 3
Yorkshire +41 36 £45,750 -8.50% 2
Midlands +31 36 £32,500 -23.53% 3
West Midlands +28 33 £32,500 -18.75% 2
North West -15 29 £45,000 -5.26% 1
South West -8 25 £42,500 -15.00% 2
East of England -3 16 £31,500 -40.00% 3
South East +17 14 £40,000 +6.67%
North East +13 2 £36,500 +21.67%
East Midlands +6 2 - - 1
SPSS
UK

For the 6 months to 17 November 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 across the England region with a requirement for SPSS.

1 284 (78.89%) SAS
2 259 (71.94%) Analytics
3 210 (58.33%) SQL
4 204 (56.67%) R
5 168 (46.67%) Analytical Skills
6 158 (43.89%) Python
7 118 (32.78%) Business Intelligence
7 118 (32.78%) Tableau
8 114 (31.67%) Degree
9 105 (29.17%) Data Analytics
9 105 (29.17%) Visualisation
10 94 (26.11%) Statistics
11 88 (24.44%) Big Data
12 81 (22.50%) Hadoop
12 81 (22.50%) Finance
13 77 (21.39%) Microsoft Excel
13 77 (21.39%) Marketing
14 75 (20.83%) ETL
15 73 (20.28%) Machine Learning
16 72 (20.00%) Mathematics
17 71 (19.72%) Data Analysis
18 70 (19.44%) Data Visualisation
19 64 (17.78%) Data Mining
20 61 (16.94%) Data Warehouse
21 60 (16.67%) Statistical Analysis
21 60 (16.67%) Spotfire
22 59 (16.39%) QlikView
23 55 (15.28%) SQL Server
24 54 (15.00%) Retail
25 50 (13.89%) Data Modelling

SPSS
Co-occurring IT Skills in England 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
1 284 (78.89%) SAS
2 29 (8.06%) Apache Spark
3 19 (5.28%) Apache
4 18 (5.00%) Apache Pig
5 3 (0.83%) Exchange Server 2007
5 3 (0.83%) MS Exchange
5 3 (0.83%) SharePoint
Applications
1 77 (21.39%) Microsoft Excel
2 19 (5.28%) Microsoft PowerPoint
3 13 (3.61%) Stata
4 12 (3.33%) Microsoft Office
5 11 (3.06%) SPSS Modeler
6 9 (2.50%) Mathematica
7 5 (1.39%) EViews
8 3 (0.83%) S-PLUS
9 2 (0.56%) Spreadsheet
10 1 (0.28%) Vensim
10 1 (0.28%) Weka
Business Applications
1 18 (5.00%) SAP InfiniteInsight
2 15 (4.17%) SAP ERP
3 8 (2.22%) Dynamics CRM
4 7 (1.94%) Adobe Campaign
5 4 (1.11%) FastStats
6 2 (0.56%) Unica
Cloud Services
1 34 (9.44%) Microsoft Azure
2 32 (8.89%) Google Analytics
3 21 (5.83%) Cloud Computing
4 19 (5.28%) Amazon AWS
4 19 (5.28%) Azure Machine Learning
5 16 (4.44%) Azure Data Factory
6 14 (3.89%) Google Cloud Platform
7 12 (3.33%) Adobe Analytics
8 7 (1.94%) Amazon Kinesis
9 6 (1.67%) Amazon EC2
9 6 (1.67%) Amazon EMR
10 5 (1.39%) Cortana Intelligence Suite
11 3 (0.83%) Fastly
12 1 (0.28%) Data Lake Analytics
Communications & Networking
1 5 (1.39%) Internet
Database & Business Intelligence
1 88 (24.44%) Big Data
2 81 (22.50%) Hadoop
3 64 (17.78%) Data Mining
4 61 (16.94%) Data Warehouse
5 60 (16.67%) Spotfire
6 59 (16.39%) QlikView
7 55 (15.28%) SQL Server
8 50 (13.89%) NoSQL
9 43 (11.94%) Power BI
10 40 (11.11%) Relational Database
11 38 (10.56%) Apache Hive
12 29 (8.06%) BusinessObjects
13 27 (7.50%) SQL Server Integration Services
14 24 (6.67%) Apache Cassandra
15 20 (5.56%) SQL Server Reporting Services
16 19 (5.28%) RDBMS
17 18 (5.00%) SQL Server Analysis Services
18 17 (4.72%) MS Access
19 16 (4.44%) DataStage
20 14 (3.89%) BigQuery
Development Applications
1 12 (3.33%) Toad
2 7 (1.94%) Talend Open Studio
3 4 (1.11%) RStudio
4 3 (0.83%) Visual Studio
5 2 (0.56%) Maven
6 1 (0.28%) Git (software)
General
1 81 (22.50%) Finance
2 77 (21.39%) Marketing
3 54 (15.00%) Retail
4 18 (5.00%) Banking
5 13 (3.61%) Advertising
6 12 (3.33%) German Language
7 10 (2.78%) Aerospace
8 5 (1.39%) Legal
8 5 (1.39%) Manufacturing
8 5 (1.39%) Telecoms
9 4 (1.11%) Law
10 3 (0.83%) French Language
11 2 (0.56%) Automotive
11 2 (0.56%) Electronics
11 2 (0.56%) Games
12 1 (0.28%) Investment Banking
12 1 (0.28%) Pharmaceutical
12 1 (0.28%) Retail Banking
Job Titles
1 125 (34.72%) Analyst
2 62 (17.22%) Data Scientist
3 53 (14.72%) Data Analyst
4 49 (13.61%) Analytics Manager
5 45 (12.50%) Data Analytics Manager
6 40 (11.11%) Data Manager
7 29 (8.06%) Insight Analyst
8 27 (7.50%) Consultant
9 18 (5.00%) Marketing Analyst
9 18 (5.00%) Senior Analyst
10 17 (4.72%) Developer
11 15 (4.17%) Junior
12 14 (3.89%) Analytics Consultant
13 12 (3.33%) ERP Manager
13 12 (3.33%) Senior Manager
13 12 (3.33%) SPSS Analyst
14 11 (3.06%) Data Insight Analyst
14 11 (3.06%) Insight Data Analyst
14 11 (3.06%) Research Analyst
15 10 (2.78%) Data Consultant
Libraries, Frameworks & Software Standards
1 20 (5.56%) HTML
2 14 (3.89%) Natural Language Processing
2 14 (3.89%) Web Services
3 10 (2.78%) CSS
3 10 (2.78%) D3.js
4 9 (2.50%) .NET
5 8 (2.22%) HTML5
6 7 (1.94%) AngularJS
6 7 (1.94%) React
7 5 (1.39%) Kafka
7 5 (1.39%) Pandas
8 4 (1.11%) NumPy
8 4 (1.11%) TensorFlow
8 4 (1.11%) Theano
9 3 (0.83%) ASP.NET
9 3 (0.83%) GraphX
9 3 (0.83%) MLlib
9 3 (0.83%) REST
9 3 (0.83%) scikit-learn
9 3 (0.83%) Twitter Bootstrap
Miscellaneous
1 168 (46.67%) Analytical Skills
2 41 (11.39%) Computer Science
3 19 (5.28%) User Experience
4 18 (5.00%) Algorithms
5 12 (3.33%) Management Information System
6 9 (2.50%) Credit Risk
7 8 (2.22%) Fintech
7 8 (2.22%) Social Network
8 7 (1.94%) FMCG
9 6 (1.67%) Social Media
10 4 (1.11%) Digital Media
11 3 (0.83%) Blog
11 3 (0.83%) Data Protection Act
12 2 (0.56%) Online Gambling
13 1 (0.28%) Linked Data
13 1 (0.28%) Mobile App
13 1 (0.28%) PMI
13 1 (0.28%) Robotics
13 1 (0.28%) Smartphone
Operating Systems
1 19 (5.28%) Linux
2 3 (0.83%) Windows
2 3 (0.83%) Windows Server
2 3 (0.83%) Windows Server 2008
2 3 (0.83%) Windows Server 2012
3 1 (0.28%) Unix
Processes & Methodologies
1 259 (71.94%) Analytics
2 118 (32.78%) Business Intelligence
3 105 (29.17%) Data Analytics
3 105 (29.17%) Visualisation
4 94 (26.11%) Statistics
5 75 (20.83%) ETL
6 73 (20.28%) Machine Learning
7 72 (20.00%) Mathematics
8 71 (19.72%) Data Analysis
9 70 (19.44%) Data Visualisation
10 60 (16.67%) Statistical Analysis
11 50 (13.89%) Data Modelling
12 49 (13.61%) Actionable Insight
13 45 (12.50%) Agile Software Development
14 41 (11.39%) Data Management
15 40 (11.11%) Data Governance
16 37 (10.28%) Stakeholder Management
17 32 (8.89%) Open Source
18 30 (8.33%) CRM
19 29 (8.06%) Statistical Modelling
Programming Languages
1 210 (58.33%) SQL
2 204 (56.67%) R
3 158 (43.89%) Python
4 49 (13.61%) MATLAB
5 45 (12.50%) Java
6 40 (11.11%) VBA
7 23 (6.39%) JavaScript
8 19 (5.28%) C++
9 18 (5.00%) PHP
10 16 (4.44%) Perl
11 13 (3.61%) C
11 13 (3.61%) C#
12 12 (3.33%) Fortran
12 12 (3.33%) T-SQL
13 8 (2.22%) Scala
14 6 (1.67%) VB
15 5 (1.39%) VB.NET
16 1 (0.28%) Clojure
16 1 (0.28%) HiveQL
16 1 (0.28%) Julia
Qualifications
1 114 (31.67%) Degree
2 33 (9.17%) PhD
3 21 (5.83%) Master's Degree
4 18 (5.00%) Numerate Degree
5 15 (4.17%) Postgraduate
5 15 (4.17%) Security Cleared
6 12 (3.33%) SC Cleared
7 3 (0.83%) Computer Science Degree
7 3 (0.83%) DV Cleared
7 3 (0.83%) HNC
7 3 (0.83%) HND
7 3 (0.83%) MCP
7 3 (0.83%) Microsoft Certification
8 2 (0.56%) CTC Cleared
9 1 (0.28%) PMI Certification
Quality Assurance & Compliance
1 39 (10.83%) Data Quality
2 8 (2.22%) CRD IV
2 8 (2.22%) EMIR
2 8 (2.22%) MiFID
3 7 (1.94%) Actionable Recommendations
4 6 (1.67%) QA
System Software
1 6 (1.67%) Apache Flume
2 3 (0.83%) Active Directory
Systems Management
1 7 (1.94%) Opscode Chef
2 2 (0.56%) EMC NetWorker
2 2 (0.56%) Hadoop YARN
3 1 (0.28%) Puppet
Vendors
1 118 (32.78%) Tableau
2 46 (12.78%) Google
3 42 (11.67%) Oracle
4 40 (11.11%) Microsoft
5 32 (8.89%) IBM
6 30 (8.33%) SAP
7 24 (6.67%) Cloudera
7 24 (6.67%) Teradata
8 23 (6.39%) Cognos
9 19 (5.28%) Netezza
10 17 (4.72%) Adobe
10 17 (4.72%) Alteryx
11 14 (3.89%) Informatica
12 13 (3.61%) Hortonworks
12 13 (3.61%) MapR
12 13 (3.61%) Twitter
13 11 (3.06%) Minitab
14 8 (2.22%) Facebook
15 7 (1.94%) Talend
16 5 (1.39%) Omniture