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

SPSS
Central London > City of London
6 months to
22 Apr 2018
Same period 2017 Same period 2016
Rank 309 312 355
Rank change year-on-year +3 +43 +13
Permanent jobs citing SPSS 31 21 32
As % of all permanent IT jobs advertised in the City of London 0.29% 0.20% 0.23%
As % of the Applications category 3.14% 2.20% 2.13%
Number of salaries quoted 27 21 30
City of London median annual salary £48,000 £50,000 £47,500
Median salary % change year-on-year -4.00% +5.26% -5.00%
10th Percentile £39,000 £42,500 £33,625
90th Percentile £115,000 £77,500 £64,375
Central London median annual salary £55,000 £52,500 £45,000
% change year-on-year +4.76% +16.67% -16.28%

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 987 956 1,503
As % of all permanent IT jobs advertised in the City of London 9.13% 9.23% 10.93%
Number of salaries quoted 891 871 1,319
City of London median annual salary £45,000 £47,500 £47,500
Median salary % change year-on-year -5.26% - +5.56%
10th Percentile £26,750 £26,250 £27,000
90th Percentile £72,500 £78,750 £72,500
Central London median annual salary £45,000 £45,000 £45,000

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 22 April 2018.

Salary histogram for SPSS in the City of London

For the 6 months to 22 April 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 City of London region with a requirement for SPSS.

1 24 (77.42%) Analytics
2 19 (61.29%) SQL
3 16 (51.61%) Finance
4 15 (48.39%) Business Intelligence
4 15 (48.39%) R
5 12 (38.71%) Python
5 12 (38.71%) Statistics
6 11 (35.48%) Data Mining
6 11 (35.48%) Analytical Skills
7 10 (32.26%) SAS
7 10 (32.26%) Data Modelling
7 10 (32.26%) Degree
8 9 (29.03%) Data Analysis
8 9 (29.03%) Microsoft
9 8 (25.81%) Java
9 8 (25.81%) Statistical Analysis
9 8 (25.81%) Mathematics
9 8 (25.81%) Hadoop
9 8 (25.81%) Apache Hive
9 8 (25.81%) Data Science
10 7 (22.58%) Tableau
11 6 (19.35%) MATLAB
11 6 (19.35%) ETL
11 6 (19.35%) Retail
11 6 (19.35%) Machine Learning
11 6 (19.35%) Big Data
11 6 (19.35%) Scala
12 5 (16.13%) MongoDB
12 5 (16.13%) Visualisation
12 5 (16.13%) Data Analytics

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 10 (32.26%) SAS
2 5 (16.13%) Apache Pig
3 3 (9.68%) Apache Spark
4 2 (6.45%) Apache
Applications
1 5 (16.13%) Microsoft Office
1 5 (16.13%) Stata
Cloud Services
1 2 (6.45%) Amazon AWS
1 2 (6.45%) Amazon EC2
1 2 (6.45%) Amazon EMR
1 2 (6.45%) Cloud Computing
Database & Business Intelligence
1 11 (35.48%) Data Mining
2 8 (25.81%) Apache Hive
2 8 (25.81%) Hadoop
3 6 (19.35%) Big Data
4 5 (16.13%) MongoDB
4 5 (16.13%) QlikView
5 4 (12.90%) Power BI
5 4 (12.90%) Qlik Sense
5 4 (12.90%) SQL Server
6 3 (9.68%) BusinessObjects
6 3 (9.68%) PostgreSQL
6 3 (9.68%) Relational Database
7 2 (6.45%) Apache Cassandra
7 2 (6.45%) HBase
7 2 (6.45%) NoSQL
7 2 (6.45%) Sqoop
7 2 (6.45%) Triplestore
8 1 (3.23%) Data Warehouse
8 1 (3.23%) Neo4j
8 1 (3.23%) Spotfire
General
1 16 (51.61%) Finance
2 6 (19.35%) Retail
3 4 (12.90%) Advertising
4 3 (9.68%) Banking
Job Titles
1 13 (41.94%) Analyst
2 9 (29.03%) Data Analyst
3 7 (22.58%) Consultant
4 5 (16.13%) Research Analyst
5 4 (12.90%) Business Intelligence Analyst
5 4 (12.90%) Data Consultant
5 4 (12.90%) Developer
5 4 (12.90%) Tableau Analyst
6 3 (9.68%) Analytics Consultant
6 3 (9.68%) Business Intelligence Consultant
6 3 (9.68%) Data Scientist
7 2 (6.45%) Agile Developer
7 2 (6.45%) Architect
7 2 (6.45%) Big Data Architect
7 2 (6.45%) Data Architect
7 2 (6.45%) Developer Analyst
7 2 (6.45%) Lead Data Architect
7 2 (6.45%) Lead Solutions Architect
7 2 (6.45%) Solutions Architect
7 2 (6.45%) Tableau Consultant
Libraries, Frameworks & Software Standards
1 3 (9.68%) GraphX
1 3 (9.68%) MLlib
1 3 (9.68%) NumPy
1 3 (9.68%) Pandas
1 3 (9.68%) scikit-learn
1 3 (9.68%) XML
2 2 (6.45%) Web Services
3 1 (3.23%) D3.js
3 1 (3.23%) ggplot
Miscellaneous
1 11 (35.48%) Analytical Skills
2 4 (12.90%) Analytical Mindset
2 4 (12.90%) Computer Science
3 3 (9.68%) Algorithms
3 3 (9.68%) NHS
Operating Systems
1 2 (6.45%) Linux
Processes & Methodologies
1 24 (77.42%) Analytics
2 15 (48.39%) Business Intelligence
3 12 (38.71%) Statistics
4 10 (32.26%) Data Modelling
5 9 (29.03%) Data Analysis
6 8 (25.81%) Data Science
6 8 (25.81%) Mathematics
6 8 (25.81%) Statistical Analysis
7 6 (19.35%) ETL
7 6 (19.35%) Machine Learning
8 5 (16.13%) Actionable Insight
8 5 (16.13%) Agile Software Development
8 5 (16.13%) Cluster Analysis
8 5 (16.13%) Dashboard Development
8 5 (16.13%) Data Analytics
8 5 (16.13%) Problem-Solving
8 5 (16.13%) Regression Analysis
8 5 (16.13%) Stakeholder Management
8 5 (16.13%) Visualisation
9 4 (12.90%) Economics
Programming Languages
1 19 (61.29%) SQL
2 15 (48.39%) R
3 12 (38.71%) Python
4 8 (25.81%) Java
5 6 (19.35%) MATLAB
5 6 (19.35%) Scala
6 3 (9.68%) C
6 3 (9.68%) C++
6 3 (9.68%) Cypher
6 3 (9.68%) Fortran
6 3 (9.68%) JavaScript
7 2 (6.45%) Perl
7 2 (6.45%) PHP
Qualifications
1 10 (32.26%) Degree
Quality Assurance & Compliance
1 3 (9.68%) Data Quality
System Software
1 2 (6.45%) Apache Flume
Systems Management
1 2 (6.45%) Opscode Chef
Vendors
1 9 (29.03%) Microsoft
2 7 (22.58%) Tableau
3 2 (6.45%) Alteryx
4 1 (3.23%) EXASOL