Period
to 16 November 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West 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 16 November 2018 with a comparison to the same period in the previous 2 years.

Pandas
England > North West
6 months to
16 Nov 2018
Same period 2017 Same period 2016
Rank 356 371 -
Rank change year-on-year +15 - -
Permanent jobs citing Pandas 4 1 0
As % of all permanent IT jobs advertised in the North West 0.034% 0.008% -
As % of the Libraries, Frameworks & Software Standards category 0.090% 0.017% -
Number of salaries quoted 3 1 0
North West median annual salary £42,500 £45,000 -
Median salary % change year-on-year -5.56% - -
England median annual salary £75,000 £60,000 £80,000
% change year-on-year +25.00% -25.00% +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 North West with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
North West
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,467 5,861 5,226
As % of all permanent IT jobs advertised in the North West 38.13% 44.29% 41.85%
Number of salaries quoted 3,736 4,881 4,553
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £28,500 £27,500 £26,250
90th Percentile £66,250 £62,500 £58,750
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

Pandas
Job Vacancy Trend in the North West

Job postings citing Pandas as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Pandas in the North West

Pandas
Salary Trend in the North West

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

Salary trend for Pandas in the North West

Pandas
Salary Histogram in the North West

The salary distribution of IT jobs citing Pandas in the North West over the 6 months to 16 November 2018.

Salary histogram for Pandas in the North West

Pandas
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the North West region over the 6 months to 16 November 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
Manchester +24 4 £42,500 -5.56% 2
Pandas
England

For the 6 months to 16 November 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 North West region with a requirement for Pandas.

1 4 (100.00%) Python
1 4 (100.00%) Degree
1 4 (100.00%) SciPy
1 4 (100.00%) NumPy
2 3 (75.00%) Mathematics
2 3 (75.00%) Physics
2 3 (75.00%) SQL Server
2 3 (75.00%) Algorithms
2 3 (75.00%) Linear Regression
3 2 (50.00%) Master's Degree
3 2 (50.00%) Data Science
3 2 (50.00%) Markov Model
3 2 (50.00%) Natural Language Processing
3 2 (50.00%) Splunk
3 2 (50.00%) HBase
3 2 (50.00%) Machine Learning
3 2 (50.00%) Big Data
3 2 (50.00%) Kafka
3 2 (50.00%) Data Analytics
3 2 (50.00%) Analytics
3 2 (50.00%) Apache Pig
3 2 (50.00%) Deep Learning
3 2 (50.00%) Relational Database
3 2 (50.00%) Bayesian Methods
3 2 (50.00%) Apache Spark
3 2 (50.00%) Web Services
3 2 (50.00%) PhD
3 2 (50.00%) Data Mining
3 2 (50.00%) RDBMS
3 2 (50.00%) Artificial Intelligence

Pandas
Co-occurring IT Skills in the North West 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 2 (50.00%) Apache Pig
1 2 (50.00%) Apache Spark
Cloud Services
1 2 (50.00%) Amazon AWS
2 1 (25.00%) GitHub
Database & Business Intelligence
1 3 (75.00%) SQL Server
2 2 (50.00%) Apache Cassandra
2 2 (50.00%) Apache Hive
2 2 (50.00%) Big Data
2 2 (50.00%) Data Mining
2 2 (50.00%) Hadoop
2 2 (50.00%) HBase
2 2 (50.00%) NoSQL
2 2 (50.00%) RDBMS
2 2 (50.00%) Relational Database
Development Applications
1 1 (25.00%) Team Foundation Server
General
1 1 (25.00%) Finance
1 1 (25.00%) Financial Institution
Job Titles
1 2 (50.00%) Data Scientist
1 2 (50.00%) Developer
1 2 (50.00%) Python Developer
2 1 (25.00%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 4 (100.00%) NumPy
1 4 (100.00%) SciPy
2 2 (50.00%) Kafka
2 2 (50.00%) Natural Language Processing
2 2 (50.00%) Web Services
3 1 (25.00%) Flask
3 1 (25.00%) REST
3 1 (25.00%) SQLAlchemy
Miscellaneous
1 3 (75.00%) Algorithms
2 1 (25.00%) Analytical Skills
2 1 (25.00%) Computer Science
2 1 (25.00%) Data Structures
2 1 (25.00%) Hedge funds
Processes & Methodologies
1 3 (75.00%) Linear Regression
1 3 (75.00%) Mathematics
1 3 (75.00%) Physics
2 2 (50.00%) Analytics
2 2 (50.00%) Artificial Intelligence
2 2 (50.00%) Bayesian Methods
2 2 (50.00%) Cluster Analysis
2 2 (50.00%) Data Analytics
2 2 (50.00%) Data Science
2 2 (50.00%) Deep Learning
2 2 (50.00%) Logistic Regression
2 2 (50.00%) Machine Learning
2 2 (50.00%) Markov Model
2 2 (50.00%) Neural Network
2 2 (50.00%) Open Source
2 2 (50.00%) Statistics
3 1 (25.00%) Continuous Integration
3 1 (25.00%) Data Modelling
3 1 (25.00%) TDD
3 1 (25.00%) Visualisation
Programming Languages
1 4 (100.00%) Python
2 2 (50.00%) R
3 1 (25.00%) SQL
3 1 (25.00%) T-SQL
Qualifications
1 4 (100.00%) Degree
2 2 (50.00%) Master's Degree
2 2 (50.00%) PhD
3 1 (25.00%) Computer Science Degree
3 1 (25.00%) Numerate Degree
Vendors
1 2 (50.00%) Splunk
2 1 (25.00%) Microsoft