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

Pandas
Central London > City of London
6 months to
22 Sep 2018
Same period 2017 Same period 2016
Rank 300 317 347
Rank change year-on-year +17 +30 +77
Permanent jobs citing Pandas 52 9 21
As % of all permanent IT jobs advertised in the City of London 0.47% 0.088% 0.17%
As % of the Libraries, Frameworks & Software Standards category 1.09% 0.22% 0.41%
Number of salaries quoted 50 8 18
City of London median annual salary £75,000 £75,000 £72,500
Median salary % change year-on-year - +3.45% -3.33%
10th Percentile £42,500 £57,250 £46,750
90th Percentile £102,500 £117,625 £119,500
Central London median annual salary £75,000 £72,500 £67,500
% change year-on-year +3.45% +7.41% +17.39%

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 4,776 4,028 5,178
As % of all permanent IT jobs advertised in the City of London 43.47% 39.57% 41.82%
Number of salaries quoted 4,332 3,619 4,732
City of London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +4.35%
10th Percentile £41,250 £40,000 £37,500
90th Percentile £93,750 £90,250 £85,000
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% +4.55%

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 22 September 2018.

Salary histogram for Pandas in the City of London

Pandas
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the City of London region over the 6 months to 22 September 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
London Bridge - 1 £75,000 -
Pandas
Central London

For the 6 months to 22 September 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 34 (65.38%) NumPy
3 28 (53.85%) Data Science
4 27 (51.92%) Algorithms
5 24 (46.15%) Machine Learning
6 18 (34.62%) SciPy
6 18 (34.62%) Apache Spark
6 18 (34.62%) scikit-learn
6 18 (34.62%) TensorFlow
6 18 (34.62%) SQL
7 17 (32.69%) Agile Software Development
8 14 (26.92%) Artificial Intelligence
8 14 (26.92%) Software Engineering
9 13 (25.00%) Data Analysis
9 13 (25.00%) Degree
9 13 (25.00%) Data Structures
10 12 (23.08%) Deep Learning
10 12 (23.08%) Natural Language Processing
10 12 (23.08%) Finance
11 11 (21.15%) Mathematics
11 11 (21.15%) Keras
12 10 (19.23%) Greenfield Project
12 10 (19.23%) Computer Science
12 10 (19.23%) Statistics
12 10 (19.23%) MongoDB
12 10 (19.23%) NoSQL
12 10 (19.23%) Git (software)
13 9 (17.31%) R
13 9 (17.31%) ETL
13 9 (17.31%) Big Data

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 18 (34.62%) Apache Spark
2 4 (7.69%) Elasticsearch
3 3 (5.77%) Apache
4 2 (3.85%) IPython
4 2 (3.85%) Jupyter
5 1 (1.92%) Luigi
5 1 (1.92%) SharePoint Server
Applications
1 2 (3.85%) Chatbot
2 1 (1.92%) Microsoft Excel
Cloud Services
1 5 (9.62%) Amazon AWS
2 3 (5.77%) GitHub
3 1 (1.92%) Amazon CloudWatch
3 1 (1.92%) Amazon EC2
3 1 (1.92%) Amazon EMR
3 1 (1.92%) Amazon S3
3 1 (1.92%) AWS Data Pipeline
3 1 (1.92%) Google Cloud Platform
3 1 (1.92%) Microsoft Azure
Database & Business Intelligence
1 10 (19.23%) MongoDB
1 10 (19.23%) NoSQL
2 9 (17.31%) Big Data
3 8 (15.38%) Relational Database
4 7 (13.46%) Hadoop
5 6 (11.54%) PostgreSQL
6 5 (9.62%) Amazon Redshift
7 4 (7.69%) BigQuery
8 3 (5.77%) Parquet
9 2 (3.85%) GIS
9 2 (3.85%) SQL Server
10 1 (1.92%) Apache Hive
10 1 (1.92%) Blockchain
10 1 (1.92%) CouchDB
10 1 (1.92%) Data Warehouse
10 1 (1.92%) MySQL
10 1 (1.92%) Redis
10 1 (1.92%) SQL Server Analysis Services
10 1 (1.92%) SQL Server Integration Services
10 1 (1.92%) SQL Server Reporting Services
Development Applications
1 10 (19.23%) Git (software)
2 1 (1.92%) Bitbucket
2 1 (1.92%) Jenkins
2 1 (1.92%) Moq
2 1 (1.92%) MSTest
2 1 (1.92%) NUnit
2 1 (1.92%) Rhino Mocks
2 1 (1.92%) SpecFlow
General
1 12 (23.08%) Finance
2 7 (13.46%) Retail
3 2 (3.85%) Advertising
3 2 (3.85%) Front Office
4 1 (1.92%) Banking
4 1 (1.92%) Investment Banking
4 1 (1.92%) Law
Job Titles
1 23 (44.23%) Developer
2 19 (36.54%) Data Scientist
3 18 (34.62%) Python Developer
4 10 (19.23%) Senior Data Scientist
5 9 (17.31%) Data Engineer
5 9 (17.31%) Python Engineer
6 7 (13.46%) Machine Learning Developer
7 2 (3.85%) Big Data Engineer
7 2 (3.85%) Data Manager
7 2 (3.85%) Engineering Manager
7 2 (3.85%) Senior Developer
7 2 (3.85%) Software Developer
8 1 (1.92%) Applications Support
8 1 (1.92%) Applications Support Analyst
8 1 (1.92%) C# Developer
8 1 (1.92%) Java Developer
8 1 (1.92%) Junior Developer
8 1 (1.92%) SQL Developer
8 1 (1.92%) Support Analyst
8 1 (1.92%) Systems Support
Libraries, Frameworks & Software Standards
1 34 (65.38%) NumPy
2 18 (34.62%) scikit-learn
2 18 (34.62%) SciPy
2 18 (34.62%) TensorFlow
3 12 (23.08%) Natural Language Processing
4 11 (21.15%) Keras
5 7 (13.46%) Django
6 6 (11.54%) MLlib
7 5 (9.62%) Flask
7 5 (9.62%) HTML
8 3 (5.77%) CSS
8 3 (5.77%) HTML5
9 2 (3.85%) Apache Avro
9 2 (3.85%) ggplot2
9 2 (3.85%) JSON
9 2 (3.85%) Sass
9 2 (3.85%) SQLAlchemy
9 2 (3.85%) Theano
9 2 (3.85%) Web Services
9 2 (3.85%) XML
Miscellaneous
1 27 (51.92%) Algorithms
2 13 (25.00%) Data Structures
3 10 (19.23%) Computer Science
3 10 (19.23%) Greenfield Project
4 6 (11.54%) Market Risk
4 6 (11.54%) Self-Motivation
4 6 (11.54%) Spread Betting
5 5 (9.62%) Analytical Skills
6 4 (7.69%) Fintech
6 4 (7.69%) Hedge funds
7 3 (5.77%) Derivative
8 1 (1.92%) Foreign Exchange (FX)
8 1 (1.92%) User Experience
Operating Systems
1 4 (7.69%) Linux
2 1 (1.92%) Unix
Processes & Methodologies
1 28 (53.85%) Data Science
2 24 (46.15%) Machine Learning
3 17 (32.69%) Agile Software Development
4 14 (26.92%) Artificial Intelligence
4 14 (26.92%) Software Engineering
5 13 (25.00%) Data Analysis
6 12 (23.08%) Deep Learning
7 11 (21.15%) Mathematics
8 10 (19.23%) Statistics
9 9 (17.31%) DevOps
9 9 (17.31%) ETL
10 7 (13.46%) Analytics
11 6 (11.54%) OO
11 6 (11.54%) Physics
11 6 (11.54%) Visualisation
12 5 (9.62%) Open Source
12 5 (9.62%) Risk Analysis
13 4 (7.69%) Continuous Integration
13 4 (7.69%) Data Analytics
13 4 (7.69%) Mentoring
Programming Languages
1 52 (100.00%) Python
2 18 (34.62%) SQL
3 9 (17.31%) R
4 8 (15.38%) Scala
5 7 (13.46%) MATLAB
6 6 (11.54%) Ruby
7 5 (9.62%) Java
8 3 (5.77%) Bash Shell
8 3 (5.77%) C#
8 3 (5.77%) JavaScript
9 2 (3.85%) PHP
10 1 (1.92%) C
10 1 (1.92%) C++
10 1 (1.92%) Kotlin
10 1 (1.92%) T-SQL
10 1 (1.92%) VBA
Qualifications
1 13 (25.00%) Degree
2 7 (13.46%) PhD
3 2 (3.85%) Numerate Degree
4 1 (1.92%) Computer Science Degree
4 1 (1.92%) Master's Degree
System Software
1 4 (7.69%) Docker
Systems Management
1 3 (5.77%) Kubernetes
Vendors
1 3 (5.77%) Tableau
2 1 (1.92%) Bloomberg
2 1 (1.92%) Databricks
2 1 (1.92%) Google