Period
to 21 January 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 21 January 2018 with a comparison to the same period in the previous 2 years.

SPSS
Central London > City of London
6 months to
21 Jan 2018
Same period 2017 Same period 2016
Rank 307 317 337
Rank change year-on-year +10 +20 +21
Permanent jobs citing SPSS 26 23 49
As % of all permanent IT jobs advertised in the City of London 0.25% 0.22% 0.35%
As % of the Applications category 2.81% 2.28% 3.53%
Number of salaries quoted 24 21 39
City of London median annual salary £77,500 £46,235 £50,000
Median salary % change year-on-year +67.62% -7.53% -11.50%
10th Percentile £41,200 £38,875 £31,450
90th Percentile £115,000 £77,500 £75,250
Central London median annual salary £57,500 £50,000 £50,000
% change year-on-year +15.00% - -11.50%

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 the City of London with a requirement for software application skills.

All Software Application Skills
City of London
Permanent vacancies with a requirement for software application skills 924 1,009 1,387
As % of all permanent IT jobs advertised in the City of London 8.92% 9.54% 9.79%
Number of salaries quoted 843 926 1,167
City of London median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £27,500 £26,250 £26,150
90th Percentile £79,900 £77,500 £71,250
Central London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +2.27%

SPSS
Job Vacancy Trend in the City of London

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

Job vacancy trend for SPSS in the City of London

SPSS
Salary Trend in the City of London

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

Salary trend for SPSS in the City of London

SPSS
Salary Histogram in the City of London

The salary distribution of IT jobs citing SPSS in the City of London over the 6 months to 21 January 2018.

Salary histogram for SPSS in the City of London

For the 6 months to 21 January 2018, 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 City of London region with a requirement for SPSS.

1 17 (65.38%) R
2 16 (61.54%) Analytics
2 16 (61.54%) SQL
3 15 (57.69%) SAS
4 13 (50.00%) Data Mining
4 13 (50.00%) Python
4 13 (50.00%) Statistics
5 12 (46.15%) Hadoop
6 11 (42.31%) Finance
6 11 (42.31%) Java
7 10 (38.46%) Business Intelligence
7 10 (38.46%) MATLAB
7 10 (38.46%) Apache Hive
7 10 (38.46%) Machine Learning
8 9 (34.62%) Big Data
8 9 (34.62%) Degree
9 8 (30.77%) Agile Software Development
9 8 (30.77%) Retail
9 8 (30.77%) Data Modelling
9 8 (30.77%) Scala
9 8 (30.77%) Mathematics
10 7 (26.92%) Apache Pig
10 7 (26.92%) Data Analytics
10 7 (26.92%) Data Analysis
10 7 (26.92%) Algorithms
11 6 (23.08%) C
11 6 (23.08%) C++
11 6 (23.08%) Statistical Analysis
11 6 (23.08%) MongoDB
12 5 (19.23%) Computer Science

SPSS
Co-occurring IT Skills in the City of 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 15 (57.69%) SAS
2 7 (26.92%) Apache Pig
3 5 (19.23%) Apache Spark
4 2 (7.69%) Apache
Applications
1 2 (7.69%) Microsoft Excel
1 2 (7.69%) Microsoft Office
1 2 (7.69%) Stata
2 1 (3.85%) Microsoft PowerPoint
Cloud Services
1 2 (7.69%) Amazon AWS
1 2 (7.69%) Amazon EC2
1 2 (7.69%) Amazon EMR
1 2 (7.69%) Cloud Computing
2 1 (3.85%) Microsoft Azure
Database & Business Intelligence
1 13 (50.00%) Data Mining
2 12 (46.15%) Hadoop
3 10 (38.46%) Apache Hive
4 9 (34.62%) Big Data
5 6 (23.08%) MongoDB
6 5 (19.23%) Relational Database
7 3 (11.54%) Apache Cassandra
7 3 (11.54%) BusinessObjects
7 3 (11.54%) NoSQL
7 3 (11.54%) PostgreSQL
8 2 (7.69%) Data Warehouse
8 2 (7.69%) HBase
8 2 (7.69%) Power BI
8 2 (7.69%) QlikView
8 2 (7.69%) SAS EBI
8 2 (7.69%) SQL Server
8 2 (7.69%) Sqoop
8 2 (7.69%) Triplestore
9 1 (3.85%) Neo4j
9 1 (3.85%) Spotfire
General
1 11 (42.31%) Finance
2 8 (30.77%) Retail
3 2 (7.69%) Banking
4 1 (3.85%) Advertising
4 1 (3.85%) Games
Job Titles
1 8 (30.77%) Data Scientist
2 7 (26.92%) Analyst
3 6 (23.08%) Data Analyst
4 3 (11.54%) Consultant
4 3 (11.54%) Data Consultant
4 3 (11.54%) Developer
5 2 (7.69%) Agile Developer
5 2 (7.69%) Analyst Developer
5 2 (7.69%) Architect
5 2 (7.69%) Big Data Architect
5 2 (7.69%) Big Data Solutions Architect
5 2 (7.69%) Data Architect
5 2 (7.69%) Developer Analyst
5 2 (7.69%) Lead Architect
5 2 (7.69%) Lead Data Architect
5 2 (7.69%) Lead Solutions Architect
5 2 (7.69%) Research Analyst
5 2 (7.69%) Solutions Architect
6 1 (3.85%) Analytics Manager
6 1 (3.85%) Senior Analytics Manager
Libraries, Frameworks & Software Standards
1 5 (19.23%) GraphX
1 5 (19.23%) MLlib
1 5 (19.23%) NumPy
1 5 (19.23%) Pandas
1 5 (19.23%) scikit-learn
2 3 (11.54%) XML
3 2 (7.69%) Web Services
4 1 (3.85%) D3.js
4 1 (3.85%) ggplot
4 1 (3.85%) RESTful
Miscellaneous
1 7 (26.92%) Algorithms
2 5 (19.23%) Analytical Skills
2 5 (19.23%) Computer Science
3 3 (11.54%) NHS
4 1 (3.85%) Analytical Mindset
4 1 (3.85%) Fintech
Operating Systems
1 2 (7.69%) Linux
Processes & Methodologies
1 16 (61.54%) Analytics
2 13 (50.00%) Statistics
3 10 (38.46%) Business Intelligence
3 10 (38.46%) Machine Learning
4 8 (30.77%) Agile Software Development
4 8 (30.77%) Data Modelling
4 8 (30.77%) Mathematics
5 7 (26.92%) Data Analysis
5 7 (26.92%) Data Analytics
6 6 (23.08%) Statistical Analysis
7 5 (19.23%) Acceptance Criteria
7 5 (19.23%) ETL
7 5 (19.23%) Kalman Filter
7 5 (19.23%) Visualisation
8 4 (15.38%) E-Commerce
8 4 (15.38%) Line Management
8 4 (15.38%) Quantitative Analysis
9 3 (11.54%) Economics
9 3 (11.54%) Information Management
9 3 (11.54%) Service Management
Programming Languages
1 17 (65.38%) R
2 16 (61.54%) SQL
3 13 (50.00%) Python
4 11 (42.31%) Java
5 10 (38.46%) MATLAB
6 8 (30.77%) Scala
7 6 (23.08%) C
7 6 (23.08%) C++
8 5 (19.23%) Fortran
9 3 (11.54%) Cypher
9 3 (11.54%) JavaScript
10 2 (7.69%) Perl
10 2 (7.69%) PHP
11 1 (3.85%) T-SQL
11 1 (3.85%) VBA
Qualifications
1 9 (34.62%) Degree
2 2 (7.69%) Master's Degree
3 1 (3.85%) Computer Science Degree
3 1 (3.85%) DV Cleared
3 1 (3.85%) PhD
3 1 (3.85%) SC Cleared
3 1 (3.85%) Security Cleared
Quality Assurance & Compliance
1 3 (11.54%) Data Quality
System Software
1 2 (7.69%) Apache Flume
Systems Management
1 2 (7.69%) Opscode Chef
Vendors
1 5 (19.23%) Tableau
2 4 (15.38%) Microsoft
3 1 (3.85%) Alteryx
3 1 (3.85%) EXASOL
3 1 (3.85%) MicroStrategy