Job Vacancy Trend Salary Trend Salary Histogram Skill Sets
Period
to 10 December 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Pandas skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Pandas over the 6 months to 10 December 2018 with a comparison to the same period in the previous 2 years.

Pandas
Central London > City of London
6 months to
10 Dec 2018		 Same period 2017 Same period 2016
Rank 290 301 309
Rank change year-on-year +11 +8 +98
Permanent jobs citing Pandas 52 19 29
As % of all permanent IT jobs advertised in the City of London 0.48% 0.18% 0.26%
As % of the Libraries, Frameworks & Software Standards category 1.12% 0.46% 0.63%
Number of salaries quoted 51 17 26
City of London median annual salary £75,000 £75,000 £80,000
Median salary % change year-on-year - -6.25% +6.67%
10th Percentile £42,500 £52,000 £56,250
90th Percentile £102,500 £124,000 £125,000
Central London median annual salary £75,000 £75,000 £80,000
% change year-on-year - -6.25% +6.67%

Pandas is in the Software Libraries and Frameworks 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 technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,657 4,096 4,624
As % of all permanent IT jobs advertised in the City of London 43.25% 39.77% 40.79%
Number of salaries quoted 4,261 3,715 4,251
City of London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £42,500 £40,000 £38,500
90th Percentile £93,750 £91,250 £88,750
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% -

Pandas
Job Vacancy Trend in the City of London

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

Job vacancy trend for Pandas in the City of London

Pandas
Salary Trend in the City of London

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

Salary trend for Pandas in the City of London

Pandas
Salary Histogram in the City of London

The salary distribution of IT jobs citing Pandas in the City of London over the 6 months to 10 December 2018.

Salary histogram for Pandas in the City of London

For the 6 months to 10 December 2018, IT jobs citing Pandas 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 Pandas.

1 52 (100.00%) Python
2 39 (75.00%) NumPy
3 28 (53.85%) Algorithms
4 26 (50.00%) Machine Learning
5 21 (40.38%) SciPy
5 21 (40.38%) Data Science
6 20 (38.46%) Data Structures
6 20 (38.46%) SQL
7 19 (36.54%) Apache Spark
7 19 (36.54%) TensorFlow
8 16 (30.77%) Big Data
8 16 (30.77%) Software Engineering
9 15 (28.85%) Agile Software Development
10 14 (26.92%) ETL
10 14 (26.92%) Deep Learning
11 13 (25.00%) scikit-learn
11 13 (25.00%) Data Analysis
11 13 (25.00%) Git (software)
12 11 (21.15%) MongoDB
12 11 (21.15%) NoSQL
12 11 (21.15%) Market Risk
12 11 (21.15%) Hadoop
12 11 (21.15%) Mathematics
13 10 (19.23%) Spread Betting
13 10 (19.23%) Scala
13 10 (19.23%) Risk Analysis
13 10 (19.23%) Analytics
13 10 (19.23%) Artificial Intelligence
13 10 (19.23%) Keras
14 9 (17.31%) Retail

Pandas
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 19 (36.54%) Apache Spark
2 3 (5.77%) Apache
3 2 (3.85%) Elasticsearch
3 2 (3.85%) IPython
3 2 (3.85%) Jupyter
4 1 (1.92%) Apache Airflow
4 1 (1.92%) Luigi
4 1 (1.92%) SAS
Applications
1 1 (1.92%) Chatbot
Cloud Services
1 5 (9.62%) Amazon AWS
2 2 (3.85%) Amazon S3
3 1 (1.92%) Amazon CloudWatch
3 1 (1.92%) Google Cloud Platform
Database & Business Intelligence
1 16 (30.77%) Big Data
2 11 (21.15%) Hadoop
2 11 (21.15%) MongoDB
2 11 (21.15%) NoSQL
3 3 (5.77%) Parquet
3 3 (5.77%) Relational Database
4 2 (3.85%) Amazon Redshift
4 2 (3.85%) Data Warehouse
4 2 (3.85%) PostgreSQL
4 2 (3.85%) SQL Server
5 1 (1.92%) Amazon DynamoDB
5 1 (1.92%) Apache Cassandra
5 1 (1.92%) BigQuery
5 1 (1.92%) Redis
Development Applications
1 13 (25.00%) Git (software)
2 1 (1.92%) Eclipse
2 1 (1.92%) Jenkins
2 1 (1.92%) Mercurial
2 1 (1.92%) Moq
2 1 (1.92%) MSTest
2 1 (1.92%) NUnit
2 1 (1.92%) PyCharm
2 1 (1.92%) Rhino Mocks
2 1 (1.92%) RStudio
2 1 (1.92%) SpecFlow
2 1 (1.92%) Subversion
2 1 (1.92%) Visual Studio
2 1 (1.92%) Visual Studio Code
General
1 9 (17.31%) Finance
1 9 (17.31%) Retail
2 3 (5.77%) Law
3 2 (3.85%) Advertising
3 2 (3.85%) Banking
4 1 (1.92%) Financial Institution
4 1 (1.92%) Front Office
4 1 (1.92%) Investment Banking
Job Titles
1 27 (51.92%) Developer
2 23 (44.23%) Python Developer
3 18 (34.62%) Python Engineer
4 17 (32.69%) Data Engineer
5 12 (23.08%) Data Scientist
6 10 (19.23%) Machine Learning Developer
7 8 (15.38%) Senior Data Scientist
8 3 (5.77%) Big Data Engineer
9 2 (3.85%) Developer/Software Engineer
9 2 (3.85%) Python Developer - Fintech
9 2 (3.85%) Python Software Engineer
9 2 (3.85%) Quantitative Developer
9 2 (3.85%) Software Engineer
10 1 (1.92%) Applications Support Analyst
10 1 (1.92%) Delivery Manager
10 1 (1.92%) Java Developer
10 1 (1.92%) Quantitative Analyst
10 1 (1.92%) Risk Manager
10 1 (1.92%) Software Developer
10 1 (1.92%) Systems Support Analyst
Libraries, Frameworks & Software Standards
1 39 (75.00%) NumPy
2 21 (40.38%) SciPy
3 19 (36.54%) TensorFlow
4 13 (25.00%) scikit-learn
5 10 (19.23%) Keras
6 7 (13.46%) Natural Language Processing
7 6 (11.54%) MLlib
8 5 (9.62%) Django
8 5 (9.62%) Flask
9 3 (5.77%) SpaCy
10 2 (3.85%) .NET
10 2 (3.85%) Anaconda
10 2 (3.85%) Apache Avro
10 2 (3.85%) CSS
10 2 (3.85%) HTML
10 2 (3.85%) Kafka
10 2 (3.85%) SQLAlchemy
10 2 (3.85%) Theano
11 1 (1.92%) RabbitMQ
11 1 (1.92%) Web Services
Miscellaneous
1 28 (53.85%) Algorithms
2 20 (38.46%) Data Structures
3 11 (21.15%) Market Risk
4 10 (19.23%) Spread Betting
5 8 (15.38%) Hedge funds
6 6 (11.54%) Self-Motivation
7 5 (9.62%) Greenfield Project
8 3 (5.77%) Analytical Skills
8 3 (5.77%) Fintech
9 2 (3.85%) Derivative
10 1 (1.92%) Client/Server
10 1 (1.92%) Equities
10 1 (1.92%) Foreign Exchange (FX)
10 1 (1.92%) Robotics
Operating Systems
1 5 (9.62%) Linux
2 1 (1.92%) Robot Operating System
2 1 (1.92%) Unix
Processes & Methodologies
1 26 (50.00%) Machine Learning
2 21 (40.38%) Data Science
3 16 (30.77%) Software Engineering
4 15 (28.85%) Agile Software Development
5 14 (26.92%) Deep Learning
5 14 (26.92%) ETL
6 13 (25.00%) Data Analysis
7 11 (21.15%) Mathematics
8 10 (19.23%) Analytics
8 10 (19.23%) Artificial Intelligence
8 10 (19.23%) Risk Analysis
9 9 (17.31%) Computer Science
10 8 (15.38%) Physics
10 8 (15.38%) Statistics
11 7 (13.46%) DevOps
11 7 (13.46%) Visualisation
12 6 (11.54%) Data Analytics
13 5 (9.62%) Neural Network
14 4 (7.69%) Continuous Integration
14 4 (7.69%) OO
Programming Languages
1 52 (100.00%) Python
2 20 (38.46%) SQL
3 10 (19.23%) Scala
4 7 (13.46%) MATLAB
5 6 (11.54%) R
5 6 (11.54%) Ruby
6 5 (9.62%) Java
7 4 (7.69%) Bash Shell
8 3 (5.77%) C#
9 2 (3.85%) C
9 2 (3.85%) JavaScript
9 2 (3.85%) PHP
10 1 (1.92%) C++
10 1 (1.92%) Cython
10 1 (1.92%) Go
10 1 (1.92%) Kotlin
10 1 (1.92%) PowerShell
10 1 (1.92%) Shell Script
Qualifications
1 7 (13.46%) Degree
1 7 (13.46%) PhD
2 1 (1.92%) Computer Science Degree
System Software
1 6 (11.54%) Docker
Systems Management
1 5 (9.62%) Kubernetes
2 1 (1.92%) Kibana
Vendors
1 2 (3.85%) Google
2 1 (1.92%) Bloomberg
2 1 (1.92%) Microsoft
2 1 (1.92%) Tableau