Period
to 22 February 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 22 February 2018 with a comparison to the same period in the previous 2 years.

SPSS
England > London
6 months to
22 Feb 2018
Same period 2017 Same period 2016
Rank 652 605 600
Rank change year-on-year -47 -5 -64
Permanent jobs citing SPSS 170 211 313
As % of all permanent IT jobs advertised in London 0.24% 0.30% 0.37%
As % of the Applications category 2.94% 3.53% 3.61%
Number of salaries quoted 114 167 233
London median annual salary £60,000 £55,000 £47,500
Median salary % change year-on-year +9.09% +15.79% -9.09%
10th Percentile £35,000 £32,500 £31,550
90th Percentile £93,500 £86,000 £76,000
England median annual salary £45,000 £45,000 £47,500
% change year-on-year - -5.26% -5.00%

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 London with a requirement for software application skills.

All Software Application Skills
London
Permanent vacancies with a requirement for software application skills 5,786 5,983 8,680
As % of all permanent IT jobs advertised in London 8.25% 8.56% 10.16%
Number of salaries quoted 4,699 4,920 7,130
London median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - -
10th Percentile £26,250 £26,000 £25,500
90th Percentile £71,750 £73,750 £70,000
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 22 February 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 22 February 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 -12 33 £55,000 +4.76% 3
West London +32 9 £37,500 -11.76% 2
SPSS
England

For the 6 months to 22 February 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.

1 136 (80.00%) Analytics
2 133 (78.24%) SAS
3 116 (68.24%) R
4 108 (63.53%) SQL
5 97 (57.06%) Tableau
6 93 (54.71%) Python
7 71 (41.76%) Analytical Skills
8 69 (40.59%) Business Intelligence
9 62 (36.47%) QlikView
10 60 (35.29%) Data Analytics
11 56 (32.94%) Visualisation
12 55 (32.35%) Finance
12 55 (32.35%) Degree
13 54 (31.76%) Retail
13 54 (31.76%) ETL
14 52 (30.59%) Hadoop
15 50 (29.41%) Statistics
15 50 (29.41%) Data Science
16 46 (27.06%) Microsoft Excel
16 46 (27.06%) Java
17 45 (26.47%) Data Visualisation
18 43 (25.29%) Spotfire
18 43 (25.29%) Big Data
18 43 (25.29%) Data Mining
18 43 (25.29%) Data Analysis
19 42 (24.71%) Mathematics
20 36 (21.18%) Teradata
21 34 (20.00%) Data Quality
22 33 (19.41%) Apache Hive
22 33 (19.41%) Netezza

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
1 133 (78.24%) SAS
2 25 (14.71%) Apache
3 21 (12.35%) Apache Spark
4 15 (8.82%) Apache Pig
5 1 (0.59%) SharePoint
Applications
1 46 (27.06%) Microsoft Excel
2 7 (4.12%) Mathematica
2 7 (4.12%) Stata
3 6 (3.53%) Microsoft PowerPoint
3 6 (3.53%) Weka
4 4 (2.35%) Microsoft Office
5 1 (0.59%) Chatbot
5 1 (0.59%) EViews
5 1 (0.59%) Vensim
Business Applications
1 14 (8.24%) SAP InfiniteInsight
2 12 (7.06%) SAP ERP
3 1 (0.59%) Cognos Business Intelligence
3 1 (0.59%) FastStats
Cloud Services
1 25 (14.71%) Cloud Computing
2 17 (10.00%) Amazon AWS
3 14 (8.24%) Google Cloud Platform
4 12 (7.06%) Amazon Kinesis
4 12 (7.06%) Google Analytics
5 5 (2.94%) Amazon EC2
5 5 (2.94%) Amazon EMR
6 2 (1.18%) Adobe Analytics
6 2 (1.18%) Microsoft Azure
Communications & Networking
1 1 (0.59%) Internet
Database & Business Intelligence
1 62 (36.47%) QlikView
2 52 (30.59%) Hadoop
3 43 (25.29%) Big Data
3 43 (25.29%) Data Mining
3 43 (25.29%) Spotfire
4 33 (19.41%) Apache Hive
5 28 (16.47%) Power BI
6 25 (14.71%) Relational Database
7 24 (14.12%) Apache Cassandra
8 23 (13.53%) NoSQL
9 21 (12.35%) RDBMS
10 18 (10.59%) SQL Server
11 15 (8.82%) Data Warehouse
11 15 (8.82%) MongoDB
12 14 (8.24%) BigQuery
13 12 (7.06%) Amazon Redshift
13 12 (7.06%) SAS Visual Analytics
14 8 (4.71%) SAS EBI
14 8 (4.71%) SQL Server Reporting Services
15 6 (3.53%) BusinessObjects
Development Applications
1 1 (0.59%) Maven
1 1 (0.59%) Team Foundation Server
1 1 (0.59%) Visual Studio
General
1 55 (32.35%) Finance
2 54 (31.76%) Retail
3 14 (8.24%) Marketing
4 12 (7.06%) Advertising
5 8 (4.71%) Banking
6 7 (4.12%) Legal
7 2 (1.18%) Pharmaceutical
8 1 (0.59%) Games
8 1 (0.59%) Manufacturing
8 1 (0.59%) Publishing
Job Titles
1 46 (27.06%) Analyst
2 40 (23.53%) Analytics Manager
3 35 (20.59%) Data Analytics Manager
4 27 (15.88%) Data Analyst
5 18 (10.59%) Data Scientist
6 16 (9.41%) Data Manager
7 13 (7.65%) Consultant
7 13 (7.65%) Insight Analyst
8 10 (5.88%) Developer
8 10 (5.88%) ERP Manager
9 7 (4.12%) SQL Analyst
10 6 (3.53%) Data Insight Analyst
10 6 (3.53%) E-Commerce Analyst
10 6 (3.53%) Insight Data Analyst
10 6 (3.53%) Machine Learning Developer
10 6 (3.53%) Research Analyst
10 6 (3.53%) SQL Data Analyst
11 5 (2.94%) Architect
11 5 (2.94%) Data Architect
11 5 (2.94%) Data Consultant
Libraries, Frameworks & Software Standards
1 17 (10.00%) Web Services
2 14 (8.24%) D3.js
3 12 (7.06%) AngularJS
3 12 (7.06%) CSS
3 12 (7.06%) HTML
3 12 (7.06%) HTML5
3 12 (7.06%) React
4 10 (5.88%) NumPy
5 5 (2.94%) MLlib
6 4 (2.35%) GraphX
6 4 (2.35%) Pandas
6 4 (2.35%) scikit-learn
6 4 (2.35%) XML
7 1 (0.59%) ggplot
Miscellaneous
1 71 (41.76%) Analytical Skills
2 16 (9.41%) Analytical Mindset
2 16 (9.41%) Computer Science
3 14 (8.24%) User Experience
4 11 (6.47%) Management Information System
5 6 (3.53%) Mobile App
6 5 (2.94%) Algorithms
7 3 (1.76%) FMCG
7 3 (1.76%) NHS
7 3 (1.76%) Social Media
8 2 (1.18%) Online Gambling
9 1 (0.59%) Digital Media
9 1 (0.59%) Linked Data
Operating Systems
1 25 (14.71%) Linux
Processes & Methodologies
1 136 (80.00%) Analytics
2 69 (40.59%) Business Intelligence
3 60 (35.29%) Data Analytics
4 56 (32.94%) Visualisation
5 54 (31.76%) ETL
6 50 (29.41%) Data Science
6 50 (29.41%) Statistics
7 45 (26.47%) Data Visualisation
8 43 (25.29%) Data Analysis
9 42 (24.71%) Mathematics
10 32 (18.82%) Machine Learning
11 30 (17.65%) Data Governance
12 29 (17.06%) Stakeholder Management
13 28 (16.47%) Data Cleansing
14 27 (15.88%) Agile Software Development
15 26 (15.29%) Data Modelling
15 26 (15.29%) Open Source
16 22 (12.94%) Data Management
16 22 (12.94%) Statistical Analysis
17 20 (11.76%) Requirements Management
Programming Languages
1 116 (68.24%) R
2 108 (63.53%) SQL
3 93 (54.71%) Python
4 46 (27.06%) Java
5 31 (18.24%) Perl
6 25 (14.71%) PHP
7 24 (14.12%) VBA
8 16 (9.41%) JavaScript
9 15 (8.82%) MATLAB
9 15 (8.82%) Scala
10 12 (7.06%) C
10 12 (7.06%) C++
11 11 (6.47%) Fortran
12 3 (1.76%) Cypher
Qualifications
1 55 (32.35%) Degree
2 22 (12.94%) Master's Degree
3 10 (5.88%) PhD
4 9 (5.29%) Numerate Degree
5 4 (2.35%) Security Cleared
6 3 (1.76%) Postgraduate
7 1 (0.59%) Computer Science Degree
7 1 (0.59%) DV Cleared
7 1 (0.59%) SC Cleared
Quality Assurance & Compliance
1 34 (20.00%) Data Quality
2 11 (6.47%) CRD IV
2 11 (6.47%) EMIR
2 11 (6.47%) MiFID
System Software
1 5 (2.94%) Apache Flume
Systems Management
1 6 (3.53%) Opscode Chef
2 1 (0.59%) Hadoop YARN
2 1 (0.59%) Puppet
Vendors
1 97 (57.06%) Tableau
2 36 (21.18%) Teradata
3 33 (19.41%) Netezza
4 28 (16.47%) Microsoft
5 26 (15.29%) Oracle
6 24 (14.12%) Google
7 14 (8.24%) Alteryx
8 13 (7.65%) Cloudera
8 13 (7.65%) Informatica
8 13 (7.65%) SAP
8 13 (7.65%) Talend
9 4 (2.35%) Cognos
10 3 (1.76%) Datactics
11 2 (1.18%) Adobe
11 2 (1.18%) IBM
11 2 (1.18%) MicroStrategy
11 2 (1.18%) Sawtooth Software
11 2 (1.18%) SIMUL8
12 1 (0.59%) Ab Initio
12 1 (0.59%) Hortonworks