Difference between revisions of "ANLY482 AY2016-17 T2 Group 2 Project Overview"

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==<div style="background: #6A8D9D; line-height: 0.3em; font-family:helvetica;  border-left: #466675 solid 15px;"><div style="border-left: #FFFFFF solid 5px; padding:15px;font-size:15px;"><font color= "#F2F1EF"><strong>Project Background & Motivation</strong></font></div></div>==
 
==<div style="background: #6A8D9D; line-height: 0.3em; font-family:helvetica;  border-left: #466675 solid 15px;"><div style="border-left: #FFFFFF solid 5px; padding:15px;font-size:15px;"><font color= "#F2F1EF"><strong>Project Background & Motivation</strong></font></div></div>==
 
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<div style="margin:20px; padding: 10px; background: #ffffff; text-align:left; font-size: 95%;-webkit-border-radius: 15px;-webkit-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96); -moz-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);">
Various agencies in the government are interested to identify skill mismatches and emerging skills for planning purposes and for programs such as SkillsFuture Singapore. The Ministry of Trade and Industry (MTI) and GovTech started this project to meet these impending needs.<br><br>
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The evolvement of technology has introduced companies to leverage onto online platforms for customers to have the option of going online to meet their purchasing needs. In 2015, 82% of the Singapore population accesses the internet and online customers represents 41% of the population, according to Nielsen’s report. As companies realise the potential of the e-commerce field, they are increasingly establishing online sites for their customers and Kaiso Ticketing is one of them.<br><br>
They understand that there are high-paying jobs that no one is applying and a possible reason for that is because Singaporeans do not have such skills. In addition, with the evolving technology, companies will require new types of skills from their employees. For example, ReactJS was an upcoming programming language that was not in the market until two years ago, and has been quickly popularized to be demanded by many companies nowadays. <br><br>
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Kaiso Ticketing launched its online ticketing site on 25th October 2016 that allows registered customers to book tickets online. The online ticketing site allows customers to purchase tickets for concert and musical performances. This site is an addition to the company’s phone ticketing lines, as part of its remote ticketing services. The online ticketing site serves to be a more convenient option for customers than its predecessors. The phone ticketing service requires customers to make a call and book a ticket through the hotline while the internet ticketing allows customers to login, select options for their ticketing on the website and submit the booking.<br><br>
Jobsbank.gov.sg is a website administered by Workforce Singapore (WSG) to facilitate online job matching between Singapore-registered companies and local individuals (Singapore Citizens and Singapore Permanent Residents). Companies are able to advertise their job vacancies on the website and individuals can use it for their employment needs.<br><br>
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With the inclusion of this new initiative, Kaiso Ticketing is interested to understand the difference in the customer’s ticketing behaviour before and after the launch. This insight will serve great use to the customer engaging units to understand the characteristics of their customers and engage them better in the future marketing campaigns.
In the job postings, skills that the companies are searching for are intertwined in the title, description and requirements. GovTech wants to leverage on this data to uncover emerging skillsets and existing skill mismatches of the labour market. This project will leverage on natural language processing (NLP) and machine learning techniques to build a classifier that can identify words that are representative of the skills required for a job in a job posting. This classifier can then be applied to summarize the skill outlook for the job market – e.g. popular skills required by the sector or industry.
 
Through this project, GovTech hopes to understand the skills that are sought upon for the agencies to come up with better policies and skills development programs to inculcate these skills amongst Singaporeans.  
 
 
 
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==<div style="background: #6A8D9D; line-height: 0.3em; font-family:helvetica;  border-left: #466675 solid 15px;"><div style="border-left: #FFFFFF solid 5px; padding:15px;font-size:15px;"><font color= "#F2F1EF"><strong>Project Objectives</strong></font></div></div>==
 
==<div style="background: #6A8D9D; line-height: 0.3em; font-family:helvetica;  border-left: #466675 solid 15px;"><div style="border-left: #FFFFFF solid 5px; padding:15px;font-size:15px;"><font color= "#F2F1EF"><strong>Project Objectives</strong></font></div></div>==
 
<div style="margin:20px; padding: 10px; background: #ffffff; text-align:left; font-size: 95%;-webkit-border-radius: 15px;-webkit-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96); -moz-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);">
 
<div style="margin:20px; padding: 10px; background: #ffffff; text-align:left; font-size: 95%;-webkit-border-radius: 15px;-webkit-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96); -moz-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);">
<p>This project aims to build a text analytics model that extracts text from job postings in jobsbank.gov.sg to obtain a list of relevant skills.
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<p>This project aims to analyse customer purchasing behaviours and design a dashboard to assist Kaiso Ticketing’s customer engaging teams in coming up with better marketing strategies. The main questions that we aim to answer are when do customers purchase, what do they purchase and how much do they purchase.<br><br>
Thus, our main objectives are to:
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Thus, our main objectives are:
#Curate a set of labelled data from the job postings
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#To understand the differences in customer behaviour before and after the launch of the online ticketing site and propose appropriate recommendations
#Use this data to build a model that can identify and summarise skills
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#To analyse the behavioral patterns of the new customers from the online ticketing site
 
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==<div style="background: #6A8D9D; line-height: 0.3em; font-family:helvetica;  border-left: #466675 solid 15px;"><div style="border-left: #FFFFFF solid 5px; padding:15px;font-size:15px;"><font color= "#F2F1EF"><strong>Sponsor Background</strong></font></div></div>==
 
==<div style="background: #6A8D9D; line-height: 0.3em; font-family:helvetica;  border-left: #466675 solid 15px;"><div style="border-left: #FFFFFF solid 5px; padding:15px;font-size:15px;"><font color= "#F2F1EF"><strong>Sponsor Background</strong></font></div></div>==
 
<div style="margin:20px; padding: 10px; background: #ffffff; text-align:left; font-size: 95%;-webkit-border-radius: 15px;-webkit-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96); -moz-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);">
 
<div style="margin:20px; padding: 10px; background: #ffffff; text-align:left; font-size: 95%;-webkit-border-radius: 15px;-webkit-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96); -moz-box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);box-shadow: 7px 4px 14px rgba(176, 155, 121, 0.96);">
<p><b>GovTech</b></p>
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<p><b>Kaiso Ticketing</b></p>
The role of GovTech or Government Technology Agency of Singapore is to co-create a technology enabled future and at the same time building smart nation capabilities and expertise. GovTech aims to harness the best info communications technologies to make a difference to the everyday lives of people in Singapore. In a move to centralize all public sectors technologies, GovTech is in-charge of IT developments from all government agencies.  
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Kaiso Ticketing is a ticketing service provider for concerts and musicals in Singapore. Established in 2001, Kaiso Ticketing has been collaborating and bringing in numerous independent performance gigs, both locally and overseas to the Singapore scene. Kaiso Ticketing operates mainly through their phone ticketing service, whereby ticket buyers call in to the customer service team to make their ticket booking for concerts and musicals. Additionally, Kaiso TIcketing has more than 20 authorised agents located throughout Southeast Asia, including Malaysia, Hong Kong, Taiwan and Indonesia.
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Kaiso Ticketing has recently launched their online ticketing service with aims to expand their outreach, provide convenience and increase awareness of independent concerts and musicals in the Southeast Asia region.
 
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Revision as of 16:28, 8 January 2017


HOME

 

PROJECT OVERVIEW

 

FINDINGS

 

PROJECT DOCUMENTATION

 

PROJECT MANAGEMENT

Background Data Source Methodology

Project Background & Motivation

The evolvement of technology has introduced companies to leverage onto online platforms for customers to have the option of going online to meet their purchasing needs. In 2015, 82% of the Singapore population accesses the internet and online customers represents 41% of the population, according to Nielsen’s report. As companies realise the potential of the e-commerce field, they are increasingly establishing online sites for their customers and Kaiso Ticketing is one of them.

Kaiso Ticketing launched its online ticketing site on 25th October 2016 that allows registered customers to book tickets online. The online ticketing site allows customers to purchase tickets for concert and musical performances. This site is an addition to the company’s phone ticketing lines, as part of its remote ticketing services. The online ticketing site serves to be a more convenient option for customers than its predecessors. The phone ticketing service requires customers to make a call and book a ticket through the hotline while the internet ticketing allows customers to login, select options for their ticketing on the website and submit the booking.

With the inclusion of this new initiative, Kaiso Ticketing is interested to understand the difference in the customer’s ticketing behaviour before and after the launch. This insight will serve great use to the customer engaging units to understand the characteristics of their customers and engage them better in the future marketing campaigns.

Project Objectives

This project aims to analyse customer purchasing behaviours and design a dashboard to assist Kaiso Ticketing’s customer engaging teams in coming up with better marketing strategies. The main questions that we aim to answer are when do customers purchase, what do they purchase and how much do they purchase.

Thus, our main objectives are:

  1. To understand the differences in customer behaviour before and after the launch of the online ticketing site and propose appropriate recommendations
  2. To analyse the behavioral patterns of the new customers from the online ticketing site

Kaiso Ticketing

Kaiso Ticketing is a ticketing service provider for concerts and musicals in Singapore. Established in 2001, Kaiso Ticketing has been collaborating and bringing in numerous independent performance gigs, both locally and overseas to the Singapore scene. Kaiso Ticketing operates mainly through their phone ticketing service, whereby ticket buyers call in to the customer service team to make their ticket booking for concerts and musicals. Additionally, Kaiso TIcketing has more than 20 authorised agents located throughout Southeast Asia, including Malaysia, Hong Kong, Taiwan and Indonesia.

Kaiso Ticketing has recently launched their online ticketing service with aims to expand their outreach, provide convenience and increase awareness of independent concerts and musicals in the Southeast Asia region.