Difference between revisions of "Team NAC Project Background"

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== Sponsor Introduction ==
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The National Arts Council (NAC) champions the arts in Singapore. The organisation plays a key role in nurturing creative excellence and supporting broad audience engagement, ultimately to develop Singapore as a distinctive global city where the arts inspire Singaporeans and connect our communities.
 +
<br>
  
== Sponsor Background ==
+
In supporting the arts scene, NAC has managed to quantify the qualitative in performing an annual National Population Survey which captures sentiments and participation behaviours amongst Singaporeans. As such, with the initial buy-in towards data, NAC is interested in exploring the potential of their databank collection spanning past decade.
 +
<br>
  
The National Arts Council champions the creation and appreciation of arts in Singapore. However due to the traditional perspective of arts and culture being non-essential towards one’s livelihood, the arts scene continues to receive little attention from the general public.
+
By understanding the factors and variables defined by the National Population Survey, which affects a typical Singaporean’s perspective of the arts and culture scene, suggestions can be made to the National Arts Council to raise the nation’s awareness and support of the arts.
<br>  
+
<br>
  
Majority of attendance to arts events are driven by the nature of arts events being complimentary as Singaporeans continue to deprioritize arts and culture. This has led to the arts scene being sustained mainly through government support while artists are more often than not uncompensated for their contributions. Therefore, the National Arts Council is interested in understanding how to change consumer behaviours towards the Singapore arts scene, especially their propensity to pay for arts events, such that they can work towards a self-sustaining arts and culture ecosystem.
 
  
 +
== Project Background and Problem ==
  
== Project Background and Motivations ==  
+
The National Arts Council (NAC) champions the creation and appreciation of arts in Singapore. However due to the traditional perspective of arts and culture being non-essential towards one’s livelihood, the arts scene continues to receive little attention from the general public. Majority of attendance to arts events are driven by the nature of arts events being complimentary as Singaporeans continue to deprioritize arts and culture. The Population Survey in 2015 revealed that while eight in 10 Singaporeans attended an arts event, in reality, only four in 10 expressed an interest in the arts.
 +
<br>
 +
 
 +
Therefore, there is a strong incentive for the National Arts Council to jumpstart art appreciation amongst Singaporeans. This lack of attention has led to the arts scene being sustained mainly through government support while local artists are more often than not unrecognised for their contributions. As Deputy CEO of NAC and published poet, Paul Tan speaks out for greater recognition of the role of the artist in society, including a ready willingness to support the arts as patrons, collectors, ticket-buyers and volunteers. Ultimately, NAC is interested in finding a sustainable way to broaden the base of Singaporean audiences, readers and art collectors in the long term. Further research can be found in 11.0 Literature Research.
 +
<br>
 +
 
 +
== Project Motivation==  
  
 
With a wealth of data, NAC recognises the potential of data in unlocking insights to achieve their business objectives. They work towards the self-sustainability of the arts and culture scene in Singapore for several reasons:  
 
With a wealth of data, NAC recognises the potential of data in unlocking insights to achieve their business objectives. They work towards the self-sustainability of the arts and culture scene in Singapore for several reasons:  
# Local artists are motivated to continue producing content to promote and enrich Singapore arts scene
+
<br>
# Raise public awareness of arts and culture scene and uplift the maturity of Singaporeans towards art pieces
+
* Raise public awareness of arts and culture scene and uplift the maturity of Singaporeans in terms of appreciation for the arts
# Create a vibrant arts scene so as to draw foreign arts enthusiasts/professionals to consider Singapore as a world-class tourist destination for the arts  
+
* Local artists are motivated to continue producing content to promote and enrich Singapore arts scene  
# Long-term goal: To promote Singapore’s global competitiveness and urban development by building a world-class arts and culture scene, so as to attract the world’s best and brightest professionals from an array of industries
+
* Create a vibrant arts scene so as to draw foreign arts enthusiasts or professionals to consider Singapore as a world-class tourist destination for the arts
 +
* To promote Singapore’s global competitiveness and urban development by building a world-class arts and culture scene, so as to attract the world’s best and brightest professionals from an array of industries  
 +
<br>
  
We hope to enable NAC to achieve these long term goals by systematically answering the questions they have so as to shape their marketing campaigns towards effectively generating more revenue for the arts scene in Singapore.
+
== Project Objectives==
  
 +
The National Arts Council currently engages an external market research agency to conduct an annual Population Survey with a sample size of approximately 1000 households across the past decade. The commissioned Population Survey on the Arts 2015 Research Paper largely reports on the following summary statistics:
 +
* Public perceptions of arts and culture
 +
* Sources of Information on arts and culture events and activities
 +
* Frequency of Attendance and Participation across different arts forms
 +
* Profiling of Arts Audiences across demographics
 +
* Popular Venues frequented
 +
<br>
  
== Project Objectives==
+
Despite the comprehensiveness of the Population Survey Research Paper, we are interested in taking a more proactive stance beyond using analytics to ‘watch’ NAC’s impact on a post-event basis. Following our intensive discussions with the NAC representatives, our team has uncovered NAC’s objectives in pursuing the following short and long term goals:
 +
<br>
  
The National Arts Council currently engages an external market research agency to conduct an annual Population Survey with a sample size of approximately 1000 households across the past decade. The survey feedback covers the frequency of attendance and participation for different arts forms, public perceptions and motivations towards art scene.
+
<br>
<br>  
+
<big>Short Term Goals: Increasing Singaporeans’ level of involvement in arts and culture events</big>
Beyond using analytics to ‘watch’ NAC’s impact on a post-event basis, we are interested in taking a more proactive stance where we will help NAC in deep diving into understanding the characteristics of individuals who currently attend and pay for arts events versus those who do not.  
+
<br>
<br>  
+
NAC believes bringing arts and culture events to the heartlands might cause people to take such events for granted due to easy access, therefore diminishing its intended value. Therefore, NAC is interested to learn what factors (aside from convenience) will encourage people to attend arts and culture events.  
 +
<br>
 +
 
 +
 
 +
<big> Long Term Goals: To achieve a self-sustaining arts and culture ecosystem </big>
 +
<br>
 +
NAC is interested in learning about ways to change consumer behaviours towards the Singapore arts scene by instilling a ready willingness to support the arts as patrons, collectors and ticket-buyers.
 +
<br>
 +
 
 +
 
 +
<big> Streamlined Project Objectives </big>
 +
<br>
 
In order to improve the current situation, Team NAC intends to:
 
In order to improve the current situation, Team NAC intends to:
# Discover motivations of high value individuals with preexisting buy-in to the arts  
+
* Understand the key drivers to typical Singaporeans’ attendance to arts and culture events and activities
# Examine relationships or correlations between independent variables towards increasing such high value individuals’ propensity towards attending and paying arts events more frequently
+
* Discover motivations of high value individuals with pre-existing buy-in to the arts  
# Utilise the insights to convert non-paying individuals or leverage certain high-value art forms to expand revenue avenues
+
* Examine relationships or correlations between independent variables towards increasing such high value individuals’ propensity towards attending and paying arts events more frequently
 +
* Utilise the insights to convert non-paying individuals or leverage certain high-value art forms to expand revenue avenues
  
 +
<br>
  
 
== Scope of Project ==
 
== Scope of Project ==
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The scope of the project includes the following phases:
 
The scope of the project includes the following phases:
 
<br>  
 
<br>  
 
+
Phase 0: Discovery  
<b> Phase 0 Discovery and Data Preparation: </b>
+
<br>
* Researching business objectives
+
Phase 1: Data Preparation
* Data collection
+
<br>
* Data cleaning, identifying untidy and missing data
+
Phase 2: Data Exploration & Model Planning
* Data normalisation and transformation
 
<br>  
 
<b> Phase 1 Data Exploration: </b>
 
* Generate summary statistics and data visualisations
 
* Interim Observations
 
<br>  
 
<b> Phase 2 Model Planning: </b>
 
* Correlation/cluster analysis
 
 
<br>
 
<br>
<b> Phase 3 Data Analysis and Model Building: </b>
+
Phase 3: Data Analysis & Model Building
* Regression analysis
 
 
<br>
 
<br>
<b> Phase 4 Communication: </b>
+
Phase 4: Communication & Deliverables
* Deliverables to Prof. Kam and National Arts Council
 
* Final Observations: Generating actionable recommendations
 

Revision as of 17:45, 14 January 2018

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Background Data Source Methodology


The National Arts Council (NAC) champions the arts in Singapore. The organisation plays a key role in nurturing creative excellence and supporting broad audience engagement, ultimately to develop Singapore as a distinctive global city where the arts inspire Singaporeans and connect our communities.

In supporting the arts scene, NAC has managed to quantify the qualitative in performing an annual National Population Survey which captures sentiments and participation behaviours amongst Singaporeans. As such, with the initial buy-in towards data, NAC is interested in exploring the potential of their databank collection spanning past decade.

By understanding the factors and variables defined by the National Population Survey, which affects a typical Singaporean’s perspective of the arts and culture scene, suggestions can be made to the National Arts Council to raise the nation’s awareness and support of the arts.


Project Background and Problem

The National Arts Council (NAC) champions the creation and appreciation of arts in Singapore. However due to the traditional perspective of arts and culture being non-essential towards one’s livelihood, the arts scene continues to receive little attention from the general public. Majority of attendance to arts events are driven by the nature of arts events being complimentary as Singaporeans continue to deprioritize arts and culture. The Population Survey in 2015 revealed that while eight in 10 Singaporeans attended an arts event, in reality, only four in 10 expressed an interest in the arts.

Therefore, there is a strong incentive for the National Arts Council to jumpstart art appreciation amongst Singaporeans. This lack of attention has led to the arts scene being sustained mainly through government support while local artists are more often than not unrecognised for their contributions. As Deputy CEO of NAC and published poet, Paul Tan speaks out for greater recognition of the role of the artist in society, including a ready willingness to support the arts as patrons, collectors, ticket-buyers and volunteers. Ultimately, NAC is interested in finding a sustainable way to broaden the base of Singaporean audiences, readers and art collectors in the long term. Further research can be found in 11.0 Literature Research.

Project Motivation

With a wealth of data, NAC recognises the potential of data in unlocking insights to achieve their business objectives. They work towards the self-sustainability of the arts and culture scene in Singapore for several reasons:

  • Raise public awareness of arts and culture scene and uplift the maturity of Singaporeans in terms of appreciation for the arts
  • Local artists are motivated to continue producing content to promote and enrich Singapore arts scene
  • Create a vibrant arts scene so as to draw foreign arts enthusiasts or professionals to consider Singapore as a world-class tourist destination for the arts
  • To promote Singapore’s global competitiveness and urban development by building a world-class arts and culture scene, so as to attract the world’s best and brightest professionals from an array of industries


Project Objectives

The National Arts Council currently engages an external market research agency to conduct an annual Population Survey with a sample size of approximately 1000 households across the past decade. The commissioned Population Survey on the Arts 2015 Research Paper largely reports on the following summary statistics:

  • Public perceptions of arts and culture
  • Sources of Information on arts and culture events and activities
  • Frequency of Attendance and Participation across different arts forms
  • Profiling of Arts Audiences across demographics
  • Popular Venues frequented


Despite the comprehensiveness of the Population Survey Research Paper, we are interested in taking a more proactive stance beyond using analytics to ‘watch’ NAC’s impact on a post-event basis. Following our intensive discussions with the NAC representatives, our team has uncovered NAC’s objectives in pursuing the following short and long term goals:


Short Term Goals: Increasing Singaporeans’ level of involvement in arts and culture events
NAC believes bringing arts and culture events to the heartlands might cause people to take such events for granted due to easy access, therefore diminishing its intended value. Therefore, NAC is interested to learn what factors (aside from convenience) will encourage people to attend arts and culture events.


Long Term Goals: To achieve a self-sustaining arts and culture ecosystem
NAC is interested in learning about ways to change consumer behaviours towards the Singapore arts scene by instilling a ready willingness to support the arts as patrons, collectors and ticket-buyers.


Streamlined Project Objectives
In order to improve the current situation, Team NAC intends to:

  • Understand the key drivers to typical Singaporeans’ attendance to arts and culture events and activities
  • Discover motivations of high value individuals with pre-existing buy-in to the arts
  • Examine relationships or correlations between independent variables towards increasing such high value individuals’ propensity towards attending and paying arts events more frequently
  • Utilise the insights to convert non-paying individuals or leverage certain high-value art forms to expand revenue avenues


Scope of Project

The scope of the project includes the following phases:
Phase 0: Discovery
Phase 1: Data Preparation
Phase 2: Data Exploration & Model Planning
Phase 3: Data Analysis & Model Building
Phase 4: Communication & Deliverables