Rohini
I am glad that you liked the idea of Data mining of 5+ million job
advts
What can / will such a project yield ?
Without exaggerating , it would be safe to assume that , this vast
database of job advts would contain :
Ø
50 million phrases / sentences
Ø
500 million words
Obviously , each word / phrase / sentence , is nothing more than a
“ Database of Intentions “ of the Employer Companies ( to borrow from John Battelle’s
well-researched book about Google )
Our goal shall be to make this ( Data mining Algorithm ) a dynamic
/ continuous “ Process “ , so that , we can measure the changing nature of
these “ Intentions “ , over a long , long period
And we must enable a “ Researching Visitor ( of our web site ) “,
to benefit from these trends / patterns
If your Guide approves of this project , we will sit down to draw
up a plan , along with Shuklendu
In the meantime , I attach a very small list of the Words / Phrases
/ Sentences , that I had manually compiled some 16 years ago
Regards
hcparekh
From: Rohini Damahe
[mailto:Rohini.Damahe@larsentoubro.com]
Sent: Tuesday, July 09, 2013 9:54 AM
To: Hemen Parekh
Subject: RE: Thanks
Sent: Tuesday, July 09, 2013 9:54 AM
To: Hemen Parekh
Subject: RE: Thanks
Dear Sir,
Thanks for providing me such a nice idea regarding
Datamining Project. I will put this idea in front of my guides and will also
find out availability of IEEE papers related with this topic.
If this will be accepted I will let you know.
Thanks and Regards,
Rohini L. Damahe,
L&T Institute Of Technology,
Mumbai.
From: Shivanand Satose
Sent: Tuesday, July 09, 2013 8:54 AM
To: Rohini Damahe
Subject: FW: Datamining of 5 million Job Advts
Sent: Tuesday, July 09, 2013 8:54 AM
To: Rohini Damahe
Subject: FW: Datamining of 5 million Job Advts
From: Hemen Parekh
[mailto:hcp@recruitguru.com]
Sent: 06 July 2013 10:13
To: Shivanand Satose
Cc: Bhuvan Damahe; shuklendu.baji@sentientsystems.net
Subject: Datamining of 5 million Job Advts
Sent: 06 July 2013 10:13
To: Shivanand Satose
Cc: Bhuvan Damahe; shuklendu.baji@sentientsystems.net
Subject: Datamining of 5 million Job Advts
Please forward this to Rohini
Regards
Hcp
Rohini
At any given time , the number of jobs getting advertised , is an important Economic Indicator
If economy is booming and company Order Books are getting fatter , then more jobs will get advertized – and vice-versa
Hence , a time-series analysis of the no of new jobs getting posted on job portals , has a straight line relationship with the state of the economy ( a high co-efficient of correlation )
Apart from that , can a Data mining of 5 million jobs , answer ( even partially ) , the following questions ?
Ø Who ( which Companies ) are
advertizing and when
Ø What jobs / vacancies / positions
are being advertized
Ø What is the frequency with
which a particular job gets advertized ? By entire industry ? By a given
Company ?
Ø Which regions / cities have max /
min no of new jobs
Ø What are regional disparities due
to
Ø Which Industries are advertising
most – creating most jobs
Ø What Edu Qualifications are in max
demand
Ø What kind of jobs demand what kind
of Edu Qualifications
Ø What is the level of co-relation
between , Position and the years of Experience demanded
Ø For identical positions being advertized , how much do “ Job Descriptions
/ Desired Profiles “ differ, from company to company
Ø Are there significant differences
in the “ No of years of Experience “ being demanded , for identical positions
Ø What is the probability of
finding the “ Keywords “ in “ Job Description / Desired Profile “
Ø What is the extent of duplication
( redundancy ? ) between , “ Job Description “ and “ Desired Profile “
Ø What percentage of Advts
fail to make any mention of , Compensation Offered
Ø When a company posts an advt for same
/ identical position , at different points of time , are there any
differences in values ( fields )
Ø From an analysis of all the advts posted by a given Company ( over
past 7 years ) , can any conclusion be reached as to the changing nature of that company’s business (
by co-relating the “ Skills related Keywords “ )
Ø Can the algorithm predict
what job a company will advertize next – and when
Ø Is there any correlation
between , “ Designation / Position “ and the “ Keywords “
Ø From analyzing this huge data , can software auto-generate , a complete / editable job advt
, as soon as a Recruiter simply types the “ Designation / Position “
I believe , so far , no one has undertaken such a Data mining project
If carried out diligently , I am sure , the outcome would be of immense benefit to :
Ø HR Managers……………….. ( for Manpower Planning / Compensation
Planning )
Ø Recruiting Managers…………( for framing Man Specifications / Job
Description Manuals )
Ø Educationists…………………( for deciding what Edu Quali are in demand
and tailor the Courses )
Ø Students ……………………..( to figure out what “ Skills “ are in
demand by Industry and prepare )
Ø Planning Commission………( for allocating Resources to States /
Regions , based on imbalances )
Ø HRD Ministry
………………….( For long term Macro-Planning in respect of Education )
Ø National Skills Development Commission ………( for chalking out
Skills Development Programs in collaboration with Companies / Industries )
I do hope , you will consider my proposal sincerely
Regards
hcp
Larsen & Toubro Limited
www.larsentoubro.com
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Larsen & Toubro Limited
www.larsentoubro.com
This Email may contain confidential or privileged information for the intended recipient (s). If you are not the intended recipient, please do not use or disseminate the information, notify the sender and delete it from your system.
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