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Submitted by Mellissa Ang on

For Dr Nina Tan, Managing Director of Business Intelligence and 8nalytics (8analytics), co-innovation is not just a buzzword but a dynamic way to bring forth synergistic solutions that will benefit individuals, businesses and society in general.

It began in 2013 when Dr Tan’s research established a significant correlation between personnel competency and work performance targets. Today, what started as her idea to enhance workplace learning and development by leveraging predictive intelligence, has evolved into a consortium project involving four companies and spanning two continents.

The consortium project on AI Machine Learning Platform (AIMLP) aims to enhance workplace learning and development by synergising 8nalytics’ competencies and behavioural-based training intervention platform with meta-communication cues capabilities like voice tonality, body language, gestures, facial expression and cognitive behaviours.

However, while 8nalytics has in-depth global experience as a business advisory providing visual business intelligence through predictive data analytics, it needed other meta- communication analysis capabilities to bring the project to fruition. For this, Dr Tan reached out to IPI.

From supporting 8nalytics in crafting a Tech Need post to publishing it on IPI’s Innovation Marketplace and the 2nd EUREKA GlobalStars-Singapore call, to sieving through the responses, IPI worked closely with Dr Tan to identify the right partners. This led to her connecting with three global research and business partners, which are creo.hu Kft (CREO), a Hungarian software company with strong competences in AI; Vakif Katilim Bankasi A.S. (Vakif), a Turkish bank with a R&D centre specialising in adapting technology in digital process automation, data analysis, machine learning and blockchain to drive customer experience; and Sestek, a global technology company that designs conversational AI and analytics solutions for brands to work more efficiently. 

After several rounds of discussions, Dr Tan decided that she could dovetail the expertise of all three companies to enhance 8nalytics’ platform – CREO for its capabilities in natural language processing, semantics, emotion and gesture analysis, and electroencephalogram (EEG) signal processing; Vakif for its emotion and motion analysis system; and Sestek for its conversational analytics powered by speech technologies.

But the collaboration was not without its challenges. With English not being the primary language for some of her partners, communication was a key hurdle. Recognising this, the team supported each other, taking time to explain specific points and clarify discrepancies. Another challenge was the vast amount of data needed on Asian and Western facial emotions, gestures and voices. Once again, the partners’ rallied together and agreed to gather enough data to build an accurate and reliable model.

“It is important to note that we have different professional backgrounds and also come from different cultures. It means that our working styles and communication patterns are different. I think that the first months of our collaboration was a learning curve for everyone,” says CREO’s Managing Director, László Grad-Gyenge.

Hacer Özmen Yilmaz, Sestek’s Senior R&D Project Coordinator, adds, “We worked very closely despite the different time zones. With 8nalytics’ coordination, the project has been proceeding according to plan.”

Already, the team is in the process of testbedding the pilot platform. Pleased with the achievements of the collaboration to date, Dr Tan attributes this to all partners having shared goals, mutual trust and frequent communication. “It is incredible to see how the consortium partners’ technologies synergise to produce holistic insights.”

Although the project is scheduled to wrap up in the second half of 2022, this will not spell the end of the alliance. Once launched, the solution will seed diverse licensing and commercialisation opportunities around the globe – something that the consortium wants to actualise together.

Individually, each partner has grown in various ways as a direct result of the collaboration. “The AIMLP project gives us experience in a different domain and allows us to learn the needs of other sectors,” says Hacer.

For Bulut Karadağ, Vakif’s R&D and Innovation Service Manager for their IT Strategy and Governance Directorate, the global nature of the project has been an eye-opening experience. “We usually carry out national projects on emotion and motion analysis on Caucasian people. Thanks to our work with 8nalytics, we are improving our ability to do international projects as well as gain new face datasets for testing.”

As for 8nalytics, Dr Tan expects to apply the advanced technology created to help even more companies and individuals grow and thrive. “Working with IPI enabled us to explore opportunities with complementary intervention technology partners to strengthen the value proposition to market within Asia and into Europe,” she says. “By uniting our strengths, we are able to create an AI-assisted and automated novel learning platform that will meet the training and development needs of companies in these regions and possibly beyond.”

Sub Title
8nalytics, led by Dr Nina Tan, transformed a research idea into a global AI-powered workplace learning platform by collaborating with international partners through IPI Singapore’s facilitation.
Impact Title
Transforming Workforce Training Through Global AI Collaboration
Sub Title
Transforming Workforce Training Through Global AI Collaboration
Legacy ID
150557
Sub Heading
Global AI collaboration enhances workplace learning with IPI’s support
At a glance
8nalytics
Client
Digital Economy
Industry
Innovation Marketplace, EUREKA GlobalStars
IPI Service
AI Machine Learning Platform (AIMLP)
Key Technology
Add Impact
The project brought together four companies across two continents, fostering cross-cultural collaboration and knowledge exchange. This global consortium enabled the integration of diverse expertise in AI, natural language processing, emotion and motion analysis, and conversational analytics, resulting in a more comprehensive and innovative workplace learning solution.
Expanded Global Collaboration
By combining the strengths of each partner, the consortium developed an AI-assisted and automated learning platform capable of analysing behavioural and meta-communication cues. This advancement allows for more personalised and effective training interventions, meeting the evolving needs of companies in Asia, Europe, and potentially beyond.
Enhanced Technology Capabilities
The collaboration has positioned 8nalytics and its partners to pursue diverse licensing and commercialisation opportunities globally. The platform’s unique combination of AI-driven analytics and behavioural insights opens new markets and strengthens the value proposition for clients seeking advanced workplace training solutions.
Market Expansion and Commercialisation
Glance Title
At a Glance
Sub Title
8nalytics partnered with international technology leaders through IPI Singapore to co-develop an AI-powered workplace learning platform, expanding capabilities and market reach.
How it happened
The journey began with Dr Tan reaching out to IPI Singapore for support in finding technology partners to enhance 8nalytics’ workplace learning platform. IPI guided 8nalytics in articulating their technology needs and published them on its Innovation Marketplace and through the EUREKA GlobalStars-Singapore call. After reviewing responses, IPI facilitated introductions and discussions with potential partners. Following several rounds of collaborative discussions, 8nalytics formed a consortium with CREO, Vakif, and Sestek, aligning each partner’s unique strengths to the project. Despite challenges such as language barriers and the need for diverse data, the consortium maintained frequent communication and mutual support, enabling the project to progress towards pilot testing and future commercialisation.
The challenge
8nalytics needed advanced meta-communication analysis technologies, such as emotion and gesture recognition, to realise its vision for a holistic workplace learning platform. These capabilities were not available internally, necessitating external collaboration.
Capability Gaps
With consortium partners based in different countries and speaking different primary languages, effective communication and coordination posed significant challenges. Differences in professional backgrounds, working styles, and time zones required extra effort to ensure alignment and mutual understanding.
Cross-Cultural and Communication Barriers
Developing a robust AI model required gathering and processing large datasets representing Asian and Western facial emotions, gestures, and voices. This demanded extensive collaboration and data sharing among all partners to ensure the platform’s accuracy and reliability.
Data Diversity Requirements
Impact For
The challenges title
The Challenge
The challenges description

In 2013, Dr Nina Tan’s research at 8nalytics established a strong link between personnel competency and work performance, highlighting the need for more effective workplace learning and development solutions. While 8nalytics had significant expertise in predictive data analytics and behavioural-based training interventions, the ambition was to create a more holistic platform that could integrate meta-communication cues such as voice tonality, body language, gestures, facial expressions, and cognitive behaviours. However, achieving this vision required capabilities beyond 8nalytics’ core competencies. Specifically, the company needed advanced meta-communication analysis technologies to accurately interpret and integrate diverse behavioural signals into its platform. This posed a significant challenge, as such expertise was not readily available in-house. Additionally, the project’s global scope introduced further complexities. Collaborating with partners from different countries meant overcoming language barriers, cultural differences, and varying working styles. The need to gather and process vast amounts of data on Asian and Western facial emotions, gestures, and voices added another layer of difficulty, requiring extensive coordination and mutual understanding among all consortium members.

The Solution Title
The Solution
The Solution Description

IPI Singapore supported 8nalytics by helping to craft and publish a Technology Need post on its Innovation Marketplace and the 2nd EUREKA GlobalStars-Singapore call, then worked closely with Dr Tan to identify and connect with suitable global partners. Through IPI’s facilitation, 8nalytics established a consortium with three international research and business partners: CREO (Hungary), Vakif Katilim Bankasi A.S. (Turkey), and Sestek (global technology company). IPI’s involvement was instrumental in matching 8nalytics with partners possessing complementary expertise. CREO contributed capabilities in natural language processing, semantics, emotion and gesture analysis, and EEG signal processing; Vakif brought emotion and motion analysis systems; and Sestek provided conversational analytics powered by speech technologies. This collaboration allowed 8nalytics to synergise these advanced technologies, enhancing its AI Machine Learning Platform (AIMLP) to deliver holistic workplace learning solutions that integrate behavioural and meta-communication analytics. Throughout the process, IPI’s support ensured effective partner identification, communication, and project alignment, enabling the consortium to overcome language and cultural barriers and gather the necessary data to develop a robust, globally relevant platform.

Testimonial Section
Testimonial title
Consortium Partner Perspective
Testimonial description

"It is important to note that we have different professional backgrounds and also come from different cultures. It means that our working styles and communication patterns are different. I think that the first months of our collaboration was a learning curve for everyone."

Testimonial Name
László Grad-Gyenge
Testimonial Designation
Managing Director, CREO
Testimonial title
Consortium Partner Perspective
Testimonial description

"We worked very closely despite the different time zones. With 8nalytics’ coordination, the project has been proceeding according to plan."

Testimonial Name
Hacer Özmen Yilmaz
Testimonial Designation
Senior R&D Project Coordinator, Sestek
Testimonial title
Consortium Partner Perspective
Testimonial description

"We usually carry out national projects on emotion and motion analysis on Caucasian people. Thanks to our work with 8nalytics, we are improving our ability to do international projects as well as gain new face datasets for testing."

Testimonial Name
Bulut Karadağ
Testimonial Designation
R&D and Innovation Service Manager, Vakif
Testimonial title
Client Perspective
Testimonial description

"Working with IPI enabled us to explore opportunities with complementary intervention technology partners to strengthen the value proposition to market within Asia and into Europe. By uniting our strengths, we are able to create an AI-assisted and automated novel learning platform that will meet the training and development needs of companies in these regions and possibly beyond."

Testimonial Name
Nina Tan
Testimonial Designation
Managing Director, Business Intelligence and 8nalytics
Business impact Heading
Business Impact
Business impact title
Global collaboration accelerates AI-driven workforce training innovation
Impact scores
Counter Text
Consortium Partners
Total count
4
Counter Text
Continents Engaged
Total count
2
Counter Text
AI Technologies Integrated
Total count
3
Overview

8nalytics, helmed by Managing Director Dr Nina Tan, is a business advisory firm with global experience in providing visual business intelligence through predictive data analytics. Founded on research linking personnel competency with work performance, the company focuses on enhancing workplace learning and development by leveraging advanced analytics and behavioural-based training interventions.

Data source
prod
Area Of interest
Slug
empowering-workplace-training-with-ai