Datathon 2016 - Meetupfiles.meetup.com/13634822/Seek Datathon Presentation v5.pdf · Job Impressions Column Name Comments job_id The Unique ID of the Job to which the stats pertain.

Datathon 2016

Marketplace Analytics

…and we’re growing

Hello Antony Ugoni

Head of Marketplace Analytics - SEEK

Matching

SEEK identifies the need to become proactive in

connecting candidates and hirers.

Data-driven personalisation at

Seek

Candidates to Job Matching – Weekly Roundup

You’ve applied for a job,

here’s more like it.

Here are some market

insights for you too

The results prove

effectiveness and space

for ‘matching’.

Target group Control group

4x

6x

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The Data

Datathon

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Visualising the Data

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Conceptual Schema

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Job Searches

Column Name Comments

user_id If the user is logged in it is the user_id of the user executing the search, else it is the “cookied” user session id .

search_id Unique ID representing a single search.

raw_location Location text entered into the location field on website

location_id When raw location is populated the GeoName ID is looked up against http://www.geonames.org/. This field is only populated if the looked up of the raw_location is found in the Geoname List

latitude When raw location is populated the Latitude is looked up against http://www.geonames.org/ This field is only populated if the looked up of the raw_location is found in the Geoname List

longitude When raw location is populated the Longitude is looked up against http://www.geonames.org/ This field is only populated if the looked up of the raw_location is found in the Geoname List

query Search term entered in the query field on the website

mobile_user True / False value representing whether the search was conducted on a mobile device.

created_at UTC Date time the search event record was written to Elastic Search

http://www.geonames.org/






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Job Impressions


job_id The Unique ID of the Job to which the stats pertain.

user_id If the user is logged in it is the user_id of the user executing the search, else it is the cookied user session id .

session_id Cookied user session id.

search_id The search_id from job_search from which this impression was created.

search_ranking The ranked position of the Job in the search results page, starting from top to bottom. Numbering continues across pagination.

mobile_user True / False value representing whether the search was conducted on a mobile device.

created_at The UTC Date time when the job impression event record was written to Elastic Search

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Job Clicks


job_id The unique ID of the Job which the user clicked on to view additional information.

user_id If the user is logged in it is the user_id of the user executing the search, else it is the cookied user session id .

session_id Cookied user session id.

search_id The search_id from job_search if the job was clicked from a search results page

created_at The UTC Date time the click event record was written to Elastic Search

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Jobs Data


jobid The unique ID that represents a single job.

Title The title of the job.

raw_location The text description of the job’s location.

location_id When raw location is populated the GeoName ID is looked up against http://www.geonames.org/

subclass The subclass id that the job is identified as belonging to

salary_type The remuneration level that has been calculated for this job. All salaries have been annualised

salary_min Minimum value of the Salary Range of the Job

salary_max Maximum value of the Salary Range of the Job

raw_job_type The job type of the job relating the amount of time the job requires

Abstract A short description of the Job

segment The market segment the job falls into. Values are 1 to 4 where 1 is low paid unskilled labour, 4 is high paid, high skilled careers.


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Job Classification


class_id UniqueID that identifies a class by which a job can be classified.

class_description Description of the class by which a job can be classified.

sub_class_id UniqueID that identifies a sub_class by which a job can be sub classified. A job is classified against only one sub_class. A sub_class is related to only one class

Sub_class_description Description of the sub_class by which a job can be sub_classified

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Questions

Contacts

[email protected]

[email protected]

[email protected]

Datathon 2016

Datathon 2016 - Meetupfiles.meetup.com/13634822/Seek Datathon Presentation v5.pdf · Job Impressions Column Name Comments job_id The Unique ID of the Job to which the stats pertain.

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