Period
to 18 June 2018

The following table provides summary statistics for permanent job vacancies advertised in London 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 18 June 2018 with a comparison to the same period in the previous 2 years.

SPSS
England > London
6 months to
18 Jun 2018
Same period 2017 Same period 2016
Rank 690 600 564
Rank change year-on-year -90 -36 -56
Permanent jobs citing SPSS 136 223 339
As % of all permanent IT jobs advertised in London 0.20% 0.32% 0.42%
As % of the Applications category 2.39% 3.75% 4.22%
Number of salaries quoted 100 164 274
London median annual salary £49,000 £52,500 £50,000
Median salary % change year-on-year -6.67% +5.00% -
10th Percentile £35,000 £36,325 £31,250
90th Percentile £85,250 £78,375 £88,875
England median annual salary £42,500 £46,750 £48,919
% change year-on-year -9.09% -4.43% +2.99%

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 London with a requirement for software application skills.

All Software Application Skills
London
Permanent vacancies with a requirement for software application skills 5,687 5,948 8,035
As % of all permanent IT jobs advertised in London 8.22% 8.52% 9.85%
Number of salaries quoted 4,553 4,812 6,625
London median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £26,250 £26,250 £25,000
90th Percentile £72,500 £75,900 £71,250
England median annual salary £37,500 £37,500 £37,500

SPSS
Job Vacancy Trend in London

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

Job vacancy trend for SPSS in London

SPSS
Salary Trend in London

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

Salary trend for SPSS in London

SPSS
Salary Histogram in London

The salary distribution of IT jobs citing SPSS in London over the 6 months to 18 June 2018.

Salary histogram for SPSS in London

SPSS
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SPSS within the London region over the 6 months to 18 June 2018. 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
Central London -21 32 £47,750 -6.83% 3
West London +16 8 £38,750 -18.42% 4
SPSS
England

For the 6 months to 18 June 2018, IT jobs citing SPSS also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for SPSS.

1 105 (77.21%) Analytics
2 97 (71.32%) SAS
3 89 (65.44%) SQL
4 75 (55.15%) R
5 67 (49.26%) Analytical Skills
6 59 (43.38%) Degree
7 58 (42.65%) Python
8 56 (41.18%) Business Intelligence
9 54 (39.71%) Tableau
10 50 (36.76%) Finance
11 41 (30.15%) Visualisation
12 39 (28.68%) Retail
13 35 (25.74%) QlikView
13 35 (25.74%) Statistics
13 35 (25.74%) Data Visualisation
14 34 (25.00%) Microsoft Excel
15 32 (23.53%) Mathematics
16 31 (22.79%) Microsoft
16 31 (22.79%) Data Science
17 28 (20.59%) Marketing
17 28 (20.59%) Data Analytics
18 27 (19.85%) Big Data
19 26 (19.12%) Data Mining
20 25 (18.38%) Java
20 25 (18.38%) Data Analysis
20 25 (18.38%) Hadoop
21 23 (16.91%) Statistical Analysis
22 22 (16.18%) Stakeholder Management
23 21 (15.44%) Agile Software Development
23 21 (15.44%) ETL

SPSS
Co-occurring IT Skills in London 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 97 (71.32%) SAS
2 14 (10.29%) Apache Spark
3 13 (9.56%) Apache
4 5 (3.68%) Apache Pig
5 1 (0.74%) Adobe Experience Manager
5 1 (0.74%) SharePoint
Applications
1 34 (25.00%) Microsoft Excel
2 14 (10.29%) Microsoft PowerPoint
3 10 (7.35%) Microsoft Project
4 7 (5.15%) Microsoft Office
5 6 (4.41%) Stata
6 5 (3.68%) MS Visio
7 4 (2.94%) EViews
7 4 (2.94%) Gephi
7 4 (2.94%) Mathematica
8 3 (2.21%) Weka
9 1 (0.74%) CPLEX
9 1 (0.74%) SPSS Modeler
Business Applications
1 5 (3.68%) SAP InfiniteInsight
2 4 (2.94%) SAP ERP
3 1 (0.74%) Actimize
3 1 (0.74%) Adobe Campaign
3 1 (0.74%) FastStats
3 1 (0.74%) FastStats PeopleStage
3 1 (0.74%) Oracle AML
3 1 (0.74%) Unica
Cloud Services
1 13 (9.56%) Google Analytics
2 12 (8.82%) Cloud Computing
3 7 (5.15%) Microsoft Azure
4 5 (3.68%) Amazon AWS
5 3 (2.21%) Amazon Kinesis
5 3 (2.21%) Google Cloud Platform
6 2 (1.47%) Adobe Analytics
7 1 (0.74%) Cortana Intelligence Suite
7 1 (0.74%) Google Tag Manager
7 1 (0.74%) Silverpop
Communications & Networking
1 2 (1.47%) SMS
Database & Business Intelligence
1 35 (25.74%) QlikView
2 27 (19.85%) Big Data
3 26 (19.12%) Data Mining
4 25 (18.38%) Hadoop
5 18 (13.24%) Power BI
6 16 (11.76%) Apache Hive
7 12 (8.82%) Relational Database
7 12 (8.82%) Spotfire
8 11 (8.09%) RDBMS
8 11 (8.09%) SQL Server
9 9 (6.62%) NoSQL
9 9 (6.62%) SQL Server Integration Services
10 8 (5.88%) Data Warehouse
10 8 (5.88%) SQL Server Reporting Services
11 6 (4.41%) Apache Cassandra
11 6 (4.41%) Qlik Sense
12 5 (3.68%) Amazon Redshift
13 4 (2.94%) MongoDB
14 3 (2.21%) BigQuery
14 3 (2.21%) CouchDB
Development Applications
1 1 (0.74%) Team Foundation Server
1 1 (0.74%) Visual Studio
General
1 50 (36.76%) Finance
2 39 (28.68%) Retail
3 28 (20.59%) Marketing
4 8 (5.88%) Advertising
5 6 (4.41%) Legal
6 3 (2.21%) Banking
7 2 (1.47%) Automotive
7 2 (1.47%) German Language
7 2 (1.47%) Publishing
8 1 (0.74%) French Language
8 1 (0.74%) Spanish Language
Job Titles
1 47 (34.56%) Analyst
2 26 (19.12%) Data Analyst
3 24 (17.65%) Consultant
4 22 (16.18%) Analytics Manager
5 19 (13.97%) Data Scientist
6 18 (13.24%) Data Analytics Manager
7 11 (8.09%) Analytics Consultant
8 9 (6.62%) Tableau Analyst
9 7 (5.15%) Senior Analyst
9 7 (5.15%) Senior Consultant
10 6 (4.41%) Data Consultant
10 6 (4.41%) Developer
10 6 (4.41%) E-Commerce Analyst
10 6 (4.41%) Tableau Consultant
11 5 (3.68%) Business Intelligence Analyst
11 5 (3.68%) Information Analyst
11 5 (3.68%) Insight Analyst
11 5 (3.68%) Senior Information Analyst
12 4 (2.94%) Data Manager
12 4 (2.94%) Research Analyst
Libraries, Frameworks & Software Standards
1 7 (5.15%) NumPy
2 5 (3.68%) Web Services
3 4 (2.94%) CSS
3 4 (2.94%) HTML
3 4 (2.94%) Pandas
4 3 (2.21%) AngularJS
4 3 (2.21%) D3.js
4 3 (2.21%) HTML5
4 3 (2.21%) React
5 2 (1.47%) GraphX
5 2 (1.47%) Kafka
5 2 (1.47%) MLlib
5 2 (1.47%) scikit-learn
6 1 (0.74%) Natural Language Processing
6 1 (0.74%) TensorFlow
Miscellaneous
1 67 (49.26%) Analytical Skills
2 19 (13.97%) Computer Science
3 8 (5.88%) Analytical Mindset
3 8 (5.88%) NHS
4 7 (5.15%) Algorithms
4 7 (5.15%) Self-Motivation
5 4 (2.94%) User Experience
6 3 (2.21%) Credit Risk
6 3 (2.21%) Management Information System
6 3 (2.21%) Mobile App
6 3 (2.21%) Social Media
7 2 (1.47%) FMCG
7 2 (1.47%) Life Science
8 1 (0.74%) Data Structures
8 1 (0.74%) Virtual Team
Operating Systems
1 11 (8.09%) Linux
Processes & Methodologies
1 105 (77.21%) Analytics
2 56 (41.18%) Business Intelligence
3 41 (30.15%) Visualisation
4 35 (25.74%) Data Visualisation
4 35 (25.74%) Statistics
5 32 (23.53%) Mathematics
6 31 (22.79%) Data Science
7 28 (20.59%) Data Analytics
8 25 (18.38%) Data Analysis
9 23 (16.91%) Statistical Analysis
10 22 (16.18%) Stakeholder Management
11 21 (15.44%) Agile Software Development
11 21 (15.44%) ETL
11 21 (15.44%) Machine Learning
11 21 (15.44%) Predictive Modelling
12 20 (14.71%) Data Modelling
12 20 (14.71%) Problem-Solving
13 17 (12.50%) Dashboard Development
14 16 (11.76%) Actionable Insight
14 16 (11.76%) E-Commerce
Programming Languages
1 89 (65.44%) SQL
2 75 (55.15%) R
3 58 (42.65%) Python
4 25 (18.38%) Java
5 16 (11.76%) VBA
6 15 (11.03%) Perl
7 13 (9.56%) PHP
8 11 (8.09%) MATLAB
9 10 (7.35%) C++
10 8 (5.88%) C
10 8 (5.88%) Fortran
11 7 (5.15%) Scala
12 5 (3.68%) JavaScript
13 2 (1.47%) C#
13 2 (1.47%) VB
14 1 (0.74%) Cypher
14 1 (0.74%) T-SQL
Qualifications
1 59 (43.38%) Degree
2 14 (10.29%) Master's Degree
2 14 (10.29%) Numerate Degree
3 11 (8.09%) PhD
4 4 (2.94%) Computer Science Degree
4 4 (2.94%) PMI Certification
4 4 (2.94%) PMP
5 1 (0.74%) Security Cleared
Quality Assurance & Compliance
1 12 (8.82%) Data Quality
2 3 (2.21%) Disclosure Scotland
3 2 (1.47%) QA
4 1 (0.74%) Actionable Recommendations
4 1 (0.74%) CRD IV
4 1 (0.74%) EMIR
4 1 (0.74%) MiFID
System Software
1 2 (1.47%) Docker
2 1 (0.74%) HDFS
Vendors
1 54 (39.71%) Tableau
2 31 (22.79%) Microsoft
3 19 (13.97%) Teradata
4 17 (12.50%) Alteryx
5 16 (11.76%) Google
6 14 (10.29%) Netezza
7 9 (6.62%) Oracle
8 6 (4.41%) SAP
9 5 (3.68%) Cognos
10 3 (2.21%) Adobe
10 3 (2.21%) Cloudera
10 3 (2.21%) Informatica
10 3 (2.21%) Talend
11 2 (1.47%) IBM
11 2 (1.47%) MicroStrategy
11 2 (1.47%) Minitab
11 2 (1.47%) RapidMiner
12 1 (0.74%) Alterian
12 1 (0.74%) Fiserv
12 1 (0.74%) Salesforce.com