Period
to 21 January 2020

The following table provides summary statistics for permanent job vacancies 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 21 January 2020 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
21 Jan 2020
Same period 2019 Same period 2018
Rank 696 829 945
Rank change year-on-year +133 +116 +115
Permanent jobs citing Pandas 362 281 248
As % of all permanent IT jobs advertised in the UK 0.29% 0.19% 0.14%
As % of the Libraries, Frameworks & Software Standards category 0.74% 0.47% 0.36%
Number of salaries quoted 286 253 224
UK median annual salary £70,000 £65,000 £60,000
Median salary % change year-on-year +7.69% +8.33% -25.00%
10th Percentile £48,500 £37,500 £42,500
90th Percentile £127,500 £102,500 £100,000
UK excluding London median annual salary £60,000 £42,500 £50,000
% change year-on-year +41.18% -15.00% +47.06%

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 with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 49,067 59,700 69,560
As % of all permanent IT jobs advertised in the UK 38.86% 39.59% 40.46%
Number of salaries quoted 40,292 48,908 58,401
UK median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £32,500 £31,250 £30,000
90th Percentile £90,000 £85,000 £77,500
UK excluding London median annual salary £47,000 £45,000 £42,500
% change year-on-year +4.44% +5.88% -

Pandas
Job Vacancy Trend

Job postings citing Pandas as a percentage of all IT jobs advertised.

Job vacancy trend for Pandas in the UK

Pandas
Salary Trend

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

Salary trend for Pandas in the UK

Pandas
Salary Histogram

The salary distribution of IT jobs citing Pandas over the 6 months to 21 January 2020.

Salary histogram for Pandas in the UK

Pandas
Top 13 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the UK over the 6 months to 21 January 2020. 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
England +188 358 £70,000 - 39
London +121 308 £80,000 +6.67% 28
UK excluding London +73 53 £60,000 +41.18% 11
South West +23 17 £52,500 -4.55% 2
South East +42 14 £60,000 +20.00% 6
East of England +74 9 £62,500 +13.64% 1
North of England +56 4 £34,500 -18.82% 1
Midlands +27 4 £55,000 +29.41% 1
West Midlands - 4 £55,000 - 1
North West +39 3 £34,500 -18.82%
Scotland +12 2 £36,000 -4.00%
Northern Ireland +4 1 £50,000 +17.65%
Yorkshire - 1 - - 1

For the 6 months to 21 January 2020, 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 with a requirement for Pandas.

1 362 (100.00%) Python
2 238 (65.75%) NumPy
3 182 (50.28%) Data Science
4 165 (45.58%) Machine Learning
5 163 (45.03%) AWS
6 144 (39.78%) scikit-learn
7 134 (37.02%) Agile Software Development
8 125 (34.53%) SciPy
9 116 (32.04%) SQL
10 115 (31.77%) Finance
11 110 (30.39%) Java
12 103 (28.45%) Analytics
13 97 (26.80%) Software Engineering
14 93 (25.69%) R
15 86 (23.76%) TensorFlow
16 84 (23.20%) Front Office
17 83 (22.93%) Algorithms
18 80 (22.10%) Web Services
19 73 (20.17%) Apache Spark
20 70 (19.34%) Asset Management
20 70 (19.34%) Degree
20 70 (19.34%) Mathematics
21 69 (19.06%) Amazon S3
21 69 (19.06%) Big Data
22 66 (18.23%) Keras
23 65 (17.96%) Docker
23 65 (17.96%) PostgreSQL
24 64 (17.68%) Mentoring
24 64 (17.68%) Serverless
25 63 (17.40%) Deep Learning

Pandas
Co-occurring IT Skills 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 73 (20.17%) Apache Spark
2 32 (8.84%) Elasticsearch
2 32 (8.84%) Jupyter
3 16 (4.42%) Apache
3 16 (4.42%) Apache Airflow
4 13 (3.59%) Luigi
5 12 (3.31%) Tornado
6 8 (2.21%) IPython
7 5 (1.38%) Hyperledger
8 4 (1.10%) nginx
9 2 (0.55%) Confluence
9 2 (0.55%) SAS
10 1 (0.28%) OpenStack
Applications
1 1 (0.28%) GNU Octave
1 1 (0.28%) Microsoft Excel
1 1 (0.28%) Microsoft PowerPoint
Business Applications
1 1 (0.28%) FINCAD Analytics
Cloud Services
1 163 (45.03%) AWS
2 69 (19.06%) Amazon S3
3 64 (17.68%) Serverless
4 59 (16.30%) AWS Lambda
5 52 (14.36%) Amazon SQS
6 50 (13.81%) GCP
7 48 (13.26%) Azure
8 12 (3.31%) Amazon Kinesis
9 11 (3.04%) GitHub
10 9 (2.49%) Amazon SageMaker
11 8 (2.21%) SaaS
12 7 (1.93%) Amazon ECS
12 7 (1.93%) PaaS
13 6 (1.66%) Amazon EC2
13 6 (1.66%) AWS Elastic Beanstalk
13 6 (1.66%) Virtual Private Cloud
14 5 (1.38%) Power Platform
15 4 (1.10%) AWS Fargate
16 3 (0.83%) Amazon EMR
16 3 (0.83%) Cloud Computing
Communications & Networking
1 14 (3.87%) HTTP
2 5 (1.38%) Internet
3 4 (1.10%) Cisco IOS
4 2 (0.55%) SNMP
4 2 (0.55%) SSH
Database & Business Intelligence
1 69 (19.06%) Big Data
2 65 (17.96%) PostgreSQL
3 55 (15.19%) Amazon RDS
4 51 (14.09%) Hadoop
5 40 (11.05%) MongoDB
6 35 (9.67%) Relational Database
7 34 (9.39%) Amazon Redshift
8 32 (8.84%) SQL Server
9 30 (8.29%) NoSQL
10 27 (7.46%) BigQuery
11 15 (4.14%) Apache Hive
12 12 (3.31%) Amazon Athena
12 12 (3.31%) KDB
13 11 (3.04%) Apache Cassandra
14 9 (2.49%) Data Lake
14 9 (2.49%) Data Warehouse
14 9 (2.49%) RDBMS
15 8 (2.21%) MySQL
16 7 (1.93%) Kdb+
17 6 (1.66%) Blockchain
Development Applications
1 37 (10.22%) Git (software)
2 12 (3.31%) JIRA
3 10 (2.76%) Subversion
4 8 (2.21%) Jenkins
5 7 (1.93%) Bitbucket
5 7 (1.93%) Selenium
6 6 (1.66%) CircleCI
7 5 (1.38%) LabVIEW
8 4 (1.10%) Redmine
8 4 (1.10%) RStudio
9 2 (0.55%) Visual Studio Team System
10 1 (0.28%) Eclipse
10 1 (0.28%) Mercurial
10 1 (0.28%) Mocha
10 1 (0.28%) PyCharm
10 1 (0.28%) Visual Studio
10 1 (0.28%) Visual Studio Code
General
1 115 (31.77%) Finance
2 84 (23.20%) Front Office
3 33 (9.12%) Marketing
4 17 (4.70%) Billing
5 10 (2.76%) Banking
6 5 (1.38%) Publishing
7 4 (1.10%) Legal
8 3 (0.83%) Aerospace
8 3 (0.83%) Games
8 3 (0.83%) Investment Banking
8 3 (0.83%) Public Sector
8 3 (0.83%) Telecoms
9 2 (0.55%) Advertising
9 2 (0.55%) Financial Institution
9 2 (0.55%) Retail
10 1 (0.28%) Automotive
10 1 (0.28%) Manufacturing
Job Titles
1 135 (37.29%) Developer
2 116 (32.04%) Python Developer
3 81 (22.38%) Data Scientist
4 51 (14.09%) Data Engineer
5 40 (11.05%) Senior Data Scientist
6 29 (8.01%) Python Engineer
7 26 (7.18%) Senior Developer
8 25 (6.91%) Software Engineer
9 22 (6.08%) Architect
10 21 (5.80%) Senior Python Developer
11 18 (4.97%) Senior Data Engineer
12 17 (4.70%) Quantitative Developer
13 15 (4.14%) Front Office Developer
14 13 (3.59%) Machine Learning Engineer
15 12 (3.31%) Analyst
15 12 (3.31%) Django Developer
15 12 (3.31%) Python/Django Developer
16 11 (3.04%) Full Stack Developer
16 11 (3.04%) Python Software Engineer
17 9 (2.49%) ETL Developer
Libraries, Frameworks & Software Standards
1 238 (65.75%) NumPy
2 144 (39.78%) scikit-learn
3 125 (34.53%) SciPy
4 86 (23.76%) TensorFlow
5 80 (22.10%) Web Services
6 66 (18.23%) Keras
7 43 (11.88%) Flask
8 33 (9.12%) Django
9 32 (8.84%) Natural Language Processing
10 30 (8.29%) PyTorch
11 23 (6.35%) Kafka
12 22 (6.08%) React
13 20 (5.52%) RESTful
14 17 (4.70%) GraphQL
15 16 (4.42%) Matplotlib
16 12 (3.31%) AngularJS
16 12 (3.31%) Seaborn
17 11 (3.04%) Dask
17 11 (3.04%) REST
18 10 (2.76%) XGBoost
Miscellaneous
1 83 (22.93%) Algorithms
2 63 (17.40%) Derivative
3 60 (16.57%) Fixed Income
4 59 (16.30%) Analytical Skills
5 57 (15.75%) Equities
6 52 (14.36%) Data Structures
7 42 (11.60%) Foreign Exchange (FX)
8 33 (9.12%) Hedge funds
9 17 (4.70%) Linux Command Line
10 13 (3.59%) Greenfield Project
10 13 (3.59%) Private Cloud
11 10 (2.76%) Internet of Things
12 7 (1.93%) Industrial Internet of Things
12 7 (1.93%) Public Cloud
12 7 (1.93%) Social Media
13 6 (1.66%) Credit Risk
13 6 (1.66%) Robotics
14 5 (1.38%) Driving Licence
14 5 (1.38%) Embedded Systems
14 5 (1.38%) N-Tier
Operating Systems
1 47 (12.98%) Linux
2 18 (4.97%) Unix
3 5 (1.38%) Robot Operating System
3 5 (1.38%) VMS
4 4 (1.10%) Windows
4 4 (1.10%) Windows 7
4 4 (1.10%) Windows Server
4 4 (1.10%) Windows Server 2012
Processes & Methodologies
1 182 (50.28%) Data Science
2 165 (45.58%) Machine Learning
3 134 (37.02%) Agile Software Development
4 103 (28.45%) Analytics
5 97 (26.80%) Software Engineering
6 70 (19.34%) Asset Management
6 70 (19.34%) Mathematics
7 64 (17.68%) Mentoring
8 63 (17.40%) Computer Science
8 63 (17.40%) Deep Learning
9 62 (17.13%) Artificial Intelligence
10 52 (14.36%) Quantitative Analysis
11 50 (13.81%) Statistics
12 41 (11.33%) Visualisation
13 38 (10.50%) ETL
13 38 (10.50%) Test Automation
14 36 (9.94%) TDD
15 33 (9.12%) Data Analysis
16 30 (8.29%) OO
16 30 (8.29%) Problem-Solving
Programming Languages
1 362 (100.00%) Python
2 116 (32.04%) SQL
3 110 (30.39%) Java
4 93 (25.69%) R
5 43 (11.88%) JavaScript
6 40 (11.05%) C++
7 35 (9.67%) Scala
8 24 (6.63%) Go
9 20 (5.52%) C#
10 19 (5.25%) TypeScript
11 16 (4.42%) MATLAB
12 14 (3.87%) C
13 13 (3.59%) Bash Shell
14 12 (3.31%) Julia
15 8 (2.21%) Clojure
15 8 (2.21%) Ruby
16 7 (1.93%) PyPy
16 7 (1.93%) Rust
17 6 (1.66%) Perl
18 5 (1.38%) VBA
Qualifications
1 70 (19.34%) Degree
2 36 (9.94%) PhD
3 19 (5.25%) Master's Degree
4 12 (3.31%) Numerate Degree
5 10 (2.76%) Security Cleared
6 6 (1.66%) SC Cleared
7 5 (1.38%) Computer Science Degree
8 1 (0.28%) Postgraduate
Quality Assurance & Compliance
1 11 (3.04%) Data Quality
2 4 (1.10%) SLA
System Software
1 65 (17.96%) Docker
2 1 (0.28%) Active Directory
Systems Management
1 59 (16.30%) Kubernetes
2 15 (4.14%) Terraform
3 14 (3.87%) Consul
4 5 (1.38%) Istio
4 5 (1.38%) linkerd
5 4 (1.10%) Icinga
5 4 (1.10%) Prometheus
6 3 (0.83%) Ansible
7 1 (0.28%) Kibana
7 1 (0.28%) logstash
7 1 (0.28%) StatsD
Vendors
1 55 (15.19%) Google
2 15 (4.14%) Oracle
3 11 (3.04%) Microsoft
4 8 (2.21%) Sybase
4 8 (2.21%) Tableau
5 6 (1.66%) EXASOL
5 6 (1.66%) MicroStrategy
6 4 (1.10%) Cisco
6 4 (1.10%) Databricks
6 4 (1.10%) Intapp
6 4 (1.10%) Sage
6 4 (1.10%) Synology
7 2 (0.55%) Cognizant