Kuala Lumpur, Wilayah Persekutuan Kuala Lumpur, Malaysia
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Perihal

With over 15 years of experience in business strategy and data science, I specialize in…

Perkhidmatan

Aktiviti

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Pengalaman & Pendidikan

  • Sunway University

Lihat pengalaman lengkap Geetha

Lihat jawatan, tempoh perkhidmatan dan banyak lagi.

atau

Dengan mengklik Teruskan untuk menyertai atau mendaftar masuk, anda bersetuju dengan Perjanjian Pengguna, Dasar Privasi dan Dasar Kuki LinkedIn.

Lesen & Pensijilan

Pengalaman Sukarelawan

  • Grafik (MaGIC) Malaysian Global Innovation & Creativity Centre

    Business Mentor

    (MaGIC) Malaysian Global Innovation & Creativity Centre

    - Kini 6 tahun 3 bulan

    Sains dan Teknologi

    Helping entreprenuers/ business owners in career conversations

  • Member

    Advanced Analytics & SPSS Users’ Association of Kuala Lumpur and Selangor

    - Kini 18 tahun 11 bulan

    Sains dan Teknologi

    700-plus strong members that provide a forum for technical exchange and know-how. Monthly ‘hands-on’ workshops and annual conferences to cater to the growing needs of statistical and analytical demands of the users.

  • Grafik Women in AI

    Vice President

    Women in AI

    - Kini 5 tahun 2 bulan

    Sains dan Teknologi

    Head of Partnerships, Women in AI Malaysia

  • Grafik CRDF Global

    Country Representative

    CRDF Global

    - Kini 2 tahun 1 bulan

    Sains dan Teknologi

    Supporting CRDF on the outreach to Malaysian professionals on protecting research, data and technology

  • Grafik Creatella Impact | Development Organization

    Mentor

    Creatella Impact | Development Organization

    - Kini 1 tahun 8 bulan

    Memperkasakan Ekonomi

    Supporting Creatella on programme for Malaysian SDG entrepreneurs

Penerbitan

  • One needs to be reminded and motivated: mediating role of digital nudging for food waste reduction

    Journal of Social Marketing

    The global food waste and food scarcity paradox is steadfastly increasing. This study aims to examine the effects of digital nudging as forms of positive and negative reinforcement to change food waste behavior and found that nudging positive reinforcement modifies this habit.

    Lihat penerbitan
  • 5 Step Model Validation

    LinkedIn

    Analytics is useful only if you could demonstrate, support and gain the buy in from relevant stakeholders that it is. Analytics is not a stand-alone, end-to-end product. It requires people with domain knowledge to ensure the model resolves a problem and makes impact. It needs data engineers to ensure the right data is delivered to it to work with regularly, else garbage-in-garbage-out old adage comes into play. It requires marketers to creatively utilize it to generate effective leads and…

    Analytics is useful only if you could demonstrate, support and gain the buy in from relevant stakeholders that it is. Analytics is not a stand-alone, end-to-end product. It requires people with domain knowledge to ensure the model resolves a problem and makes impact. It needs data engineers to ensure the right data is delivered to it to work with regularly, else garbage-in-garbage-out old adage comes into play. It requires marketers to creatively utilize it to generate effective leads and engagements. It requires consistent monitoring, tracking and iterations as its meets complex consumer behaviours that is constantly changing. Here's a simplistic 5-step validation framework that I feel strongly increases the trustworthiness of analytics. Higher trustworthiness leads to more buy in, improving the usefulness of the analytics that was generated.

    Lihat penerbitan
  • Influence of Negative eWOM on Switching Intention

    Business Management and Strategy

    Churn management or I would rather call as, customer engagement, is most effective when it incorporates both reactive and proactive consumer elements to ensure deeper customer understanding. Organizations which identify, monitor and respond to churn triggers generated from reactive and proactive consumer, online and offline, behaviours have greater outcomes in their customer engagement i.e higher probability of success in both churn prevention and revenue stimulation. As I have showed…

    Churn management or I would rather call as, customer engagement, is most effective when it incorporates both reactive and proactive consumer elements to ensure deeper customer understanding. Organizations which identify, monitor and respond to churn triggers generated from reactive and proactive consumer, online and offline, behaviours have greater outcomes in their customer engagement i.e higher probability of success in both churn prevention and revenue stimulation. As I have showed previously why online consumer conversations matter, this paper extends the discussion by testing the degree of importance online word of mouth has on switching intentions in Malaysia.

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  • Operationalizing analytics

    LinkedIn

    Analytics is the ecosystem necessary to turn data into insights that will deliver business value to an organization to stay competitive. As an ecosystem, analytics needs suitable soft & hard skills, tools and processes to thrive. This is a known fact then, why does analytics projects in most organizations fail to deliver value? This sharing provides some common, key challenges analytics projects have and how analytics managers can work around these challenges to deliver value through analytics.

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  • The study on negative eWOM and its relationship to consumer’s intention to switch Mobile Service Provider

    Science Direct

    Recent developments in social media has transformed consumer-brand trust relationship into consumer-consumer trust engagement where consumers make similar brand choices influenced by the opinion of other consumers. Consumers establish online networks and conversations embedded in trust, on similar tastes, viewpoints, preferences and other types of brand affinity behaviours. These online consumer conversations across multiple social media platforms contributes to voluminous electronic…

    Recent developments in social media has transformed consumer-brand trust relationship into consumer-consumer trust engagement where consumers make similar brand choices influenced by the opinion of other consumers. Consumers establish online networks and conversations embedded in trust, on similar tastes, viewpoints, preferences and other types of brand affinity behaviours. These online consumer conversations across multiple social media platforms contributes to voluminous electronic word-of-mouth (eWOM). An average of 70% of consumers look out for other consumers’ opinions on a brand to learn more about the products or services of interest and out of this consumer generated contents, a whopping 50% are consumer grouses or complaints. This study identifies emerging key mobile service consumption elements highlighted by consumers in discussion thread revolving a viral, negative eWOM through qualitative method of netnography. The study findings include eWOM contains multiple and relevant consumer behavioural contextual elements that may be leveraged upon to understand how negative eWOM influences mobile consumer switching intentions in Malaysia.

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  • Big Data Analytics

    SPSS User Group Conference 2015

    Big data analytics is defined as a set of analytical techniques to analyze and generate actionable insights from big data, beyond transactional data and this publication emphasizes on the degree of adoption of big data analytics across business sectors worldwide and Malaysia.

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  • Mining online social media data for consumer and market research

    SPSS User Group Conference 2013

    At the inception of Facebook in 2004, online social media gained steady traction as a rich, non-intrusive and users-contributed data source for understanding its users’, who are generally consumers.

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Projek

  • Abacco Controls Sdn Bhd

    Energy Consumption and Conservation
    An energy efficiency Machine Leaning (ML) predictive system to help industrial facilities to reduce their energy consumption and cost savings.

  • Astro , Malaysia

    - Delivery of Involuntary & voluntary churn predictive models as churn preventive and possible deployment strategy in changing resource environment.
    - Recommendation of campaign matrix and measurement for tracking
    - Streamline and enrichment of data used for churn predictive modelling

  • Unitel , Mongolia

    • Analytical CRM as part of CRM strategy workshop
    • Recommendation of possible marketing efforts and tracking metrics and dashboards
    • Modelling and Campaign segmentation knowledge transfer

  • BMobile, Brunei

    - Evaluate the organization’s predictive CRM and provide recommendation of data enrichment as part of POC
    - Provide recommendation for business and campaign metrics as part of POC

  • Celcom , Malaysia

    - Predictive churn and porting models for proactive postpaid and prepaid save
    campaigns – across base products,
    - Propensity/response models for cross-sell and up-sell campaigns

  • Progresif Brunei

    -

    • Marketing and Product Analytics and Predictive Models
    • Marketing Dashboards

  • Merchantrade Asia

    -

    Customer and Merchant Analytics

  • Merchantrade Asia

    -

    Customer and Merchant Loyalty Machine Learning (ML) models development and deployment

  • UMobile

    -

    Marketing Analytics and Ideation
    - Predictive Churn Models
    - Predictive Response/Propensity Models
    - Strategic Segmentation Models

  • OpusSoft Sdn Bhd

    -

    Researcher Social Network Modelling

Pengiktirafan & Anugerah

  • Alibaba GDT Network

    Alibaba GDT

    Certification to lead Digital Transformation and Digital Entrepreneurship Alibaba Global programme (Unit 2)

  • Six Sigma Green Belt

    Maxis Academy

  • Tun Razak Leadership Award

    Malaysian Institute of Management (MIM)

    Launched in 1993, the Tun Razak Youth Leadership Award (TRYLA) aims to develop outstanding leaders between the ages of 24 to 36 from a range of ethnic and religious backgrounds. I was one of the selected recipient out of 100 and had successfully completed the 1 week leadership programme at Maritime Base, Lumut.

Bahasa

  • English

    Kecekapan bahasa profesional penuh

  • Bahasa Malaysia

    Kemahiran profesional

  • Tamil

    Penutur asli atau dwibahasa

Organisasi

  • Accenture Alumni

    Member

    - Kini
  • Citi Alumni

    Member

    - Kini
  • Institute of Corporate Directors of Malaysia (ICDM)

    Member

    -

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