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Melbourne Institute of Applied Economic and Social Research

CALIBER Summit for AI-powered Research in Business & Economics

Tuesday 24 & Wednesday 25 November, the University of Melbourne

About Program Venue & Melbourne information Contact

Held across two days, Tuesday 24 and Wednesday 25 November, the Collaborative AI Lab in Business & Economic Research (CALIBER) Summit for AI-powered Research in Business & Economics, will bring together researchers, industry partners, government organisations, and technology leaders to explore how artificial intelligence is reshaping research, decision-making, and innovation across business and economics.

The Summit will showcase leading applied and methodological work in AI-powered research, while facilitating knowledge exchange between academics, practitioners, and decision makers. It aims to foster lasting networks, spark new collaborations, and support the responsible development of AI tools, infrastructure, and research practices for business, economics, policy, and society.

Stay in the loop! Join the CALIBER AI Summit mailing list to stay up to date with future events, news, and opportunities.

Contact: Please send any questions to CALIBER-AI@unimelb.edu.au

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Important dates

Tuesday 2 June

Paper submissions open

Friday 21 August

Paper submissions close

Monday 7 September

Notification of paper acceptance

Monday 19 October

Registrations open

Tuesday  17 November

Registrations close

Tuesday 24 and Wednesday 25 November

Summit

Organising committee

Jan Kabátek, Associate Professor, Melbourne Institute of Applied Economic and Social Research, the University of Melbourne

Maxim Ananyev, Senior Research Fellow, Melbourne Institute of Applied Economic and Social Research, the University of Melbourne

Taylor Ey, Research Fellow, Melbourne Institute of Applied Economic and Social Research, the University of Melbourne

Ujjwal KC, Research Fellow, Melbourne Institute of Applied Economic and Social Research, the University of Melbourne

About the Melbourne Institute

The Melbourne Institute is Australia’s pre-eminent economic and social policy research institution. We are renowned for our high-quality, independent and impartial applied research and our development of longitudinal survey tools. Our work with government, business and community groups has been powering effective change for over 60 years, and through our research we play an important role in creating fundamental policy and practice.

We enhance understanding of issues affecting Australia and Australians today, and apply this knowledge to shape debate and drive evidence-based change.

The CALIBER Summit for AI-powered Research in Business & Economics will take place at the Woodward Conference Centre, 185 Pelham St, the University of Melbourne.

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Day 1 - Tuesday 24 November

TimeSession
8:15am - 9:00am Registration
9:10am - 9:20am Conference welcome
9:20am - 9:30am Opening remarks
9:30am - 10:30am

Keynote address

From Data to Discovery: Developing AI Tools for Economic and Social Policy
Associate Professor Jan Kabátek 
Melbourne Institute

10:30am - 11:00am

Morning tea

11:00am - 12:40pm

Session 1: AI Adoption, Work, and Society
How are workers, managers, consumers, and institutions responding to AI and its consequences.

Chair: Maxim Ananyev (Melbourne Institute)

AI adoption and subscription dynamics in Australian transaction data
Hamish Thomas (e61 Institute)

Managers as gatekeepers in the age of AI
Jacob Dominski (University of Notre Dame)
Christopher Hoy (Melbourne Institute)
Yong Suk Lee (University of Notre Dame)
Cassandra Merritt (University of Notre Dame)

GenAI and job quality in Australia’s ageing and gender-segregated workforce
Anya Bedi (The University of Sydney)
Isabella Dabaja (The University of Sydney)
Elsie Foeken (The University of Sydney)
Laura Good (The University of Sydney)
Suneha Seetahul (The University of Sydney)

Human–AI collaboration in finance education: Developing and evaluating AI-assisted interactive finance simulators
Assaf Dekel (The University of Melbourne)
Natalie Le (The University of Melbourne)

12:40pm - 1:40pm Lunch
1:40pm - 3:20pm

Session 2: Building AI-Enabled Research and Learning Infrastructure
What are the practical systems and tools that support economists, government researchers, analysts, and students.

Chair: Ujjwal KC (Melbourne Institute)

Ask ABARES: Building an agentic retrieval-augmented generation system for a government economic research agency
Neal Hughes (Department of Agriculture Fisheries and Forestry)

Machine-readable economics papers for agentic research
Patrick Healy (Monash University) 

Safeguarding knowledge: A systematic review of AI-content detection tools, algorithms, and institutional challenges.
Igor Poluboiartsev (Asia Pacific University of Technology and Innovation, Malaysia)

Ankit Kumar Bhardwaj (Asia Pacific University of Technology and Innovation, Malaysia)
Ekaterina Balkanova (Monash University Malaysia)

Comparison as Insight: Iteratively Designing a Human-AI Collaborative Agent for Public Opinion Research
Erin Kelly (Advanced Symbolics)
Kenton White (Advanced Symbolics) 

3:20pm - 3:50pm Afternoon tea
3:50pm - 5:00pm

Panel session
Universities in the age of AI


Eduard Hovy, Executive Director, Melbourne Connect, The University of Melbourne
Greg Nyilasy, Director, BehavAI Research Lab, The University of Melbourne 
Leah Schwartz
, Director, AI and Education, The University of Melbourne
Matthew Greenwood-Nimmo
, Head of Macroeconomics, Melbourne Institute (moderator)

Day 2 - Wednesday 25 November

TimeSession
8:15am - 9:00am Registration
9:00am - 9:10am Opening comments
9:10am - 10:10am

Keynote address

10:10am - 10:40am Morning tea
10:40am - 12:20pm

Session 3:  AI for Text, Classification, and Evidence Synthesis
How we can use AI to convert complex or unstructured information into reliable research data.

Chair: Taylor Ey (Melbourne Institute)

Interpretable textual classifiers for complex economic questions
Joel Fernando (Reserve Bank of Australia)
Nicholas Gray (Reserve Bank of Australia)
Dominic Zaun Eu Jones (Reserve Bank of Australia)

Tamika Stasiuk (Reserve Bank of Australia)
Max Zang (Reserve Bank of Australia)

Evaluation of AI-based coding of occupation responses in the HILDA Survey
Taylor Ey (Melbourne Institute)
Michelle Summerfield (Melbourne Institute) 
Nicole Watson (Melbourne Institute)

Using AI to combine qualitative and quantitative economic data: Application to life-history data of urban job-seekers
Simon Franklin (Queen Mary University of London)

Trends in the use of preference-weighted health-related quality of life instruments in clinical trials over the past 50 years: a protocol for a meta-research study using AI models. 
Sarun Srikhom (The University of Melbourne) 

12:20pm - 1:20pm Lunch
1:20pm - 3:00pm

Session 4: AI for Financial, Strategic, and Trusted Decision-Making
Deploying and evaluating AI in high-stakes analytical and decision environments.

Chair: Filippo Dell'Andrea (The University of Melbourne)

Pivotal: A new language for interactive data workflows
Neal Hughes (Department of Agriculture Fisheries and Forestry)

Imag(in)ing the bull and bear markets
Yong Song (The University of Melbourne)

Climate risk through the eyes of insurers: Earnings calls and the cross-section of stock returns
Hong Li (Monash University)
Yufan Lu (The University of Melbourne)
David Pitt (The University of Melbourne)
Rui Zhou (The University of Melbourne)

AI-assisted strategic decision-making for vehicle-to-grid energy management: A constraint-aware deep reinforcement learning and stackelberg framework
Muhammad Adil (Polytechnic Institute Australia)

Muhammad Usman Ali Khan (Polytechnic Institute Australia)
Torikul Islam Badal (Polytechnic Institute Australia)
Mahwish Ramzan (Polytechnic Institute Australia)
Muhammad Wajahat (Polytechnic Institute Australia)

3:00pm - 3:30pm Afternoon tea
3:30pm - 4:45pm

Panel session
Making AI work: Opportunities and challenges for business and government

4:45pm - 4:50pm Dean's closing address
Professor Serge da Motta Veiga, Dean and Sidney Myer Chair of Commerce, Faculty of Business and Economics, The University of Melbourne
4:50pm - 5:00pm Reflections and takeaways
Jan Kabátek, Melbourne Institute

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Getting to the University:

The CALIBER AI Summit will take place at the Woodward Conference Centre, Level 10, 185 Pelham St, Carlton, at The University of Melbourne's Parkville campus.

Accessible Wayfinding document download (DOCX 38.2 KB)

From the CBD:

To get to the University of Melbourne from the Melbourne city centre, simply catch any tram going up Swanston Street. These trams run from Flinders Street Station and allow you to disembark at Stop 1 – opposite the University.

The Veriu Queen Victoria Market Hotel is a ten-minute walk to the University and located in the vibrant area of the Queen Victoria Market.

The Crown Plaza Melbourne Carlton is also a short walk to the University, located on Swanston St.

A third nearby option is the Lyf on Elizabeth Melbourne in the CBD.

From Carlton:

Zagame's House, Best Western Plus Travel Inn, and Melbourne Carlton Central Apartment Hotel are a 12–15 minute walk from the University of Melbourne.

Navigating The University of Melbourne

The University of Melbourne was founded in 1853 and is Australia’s second oldest university. The University spans two campuses with main campus located in Parkville and the second campus located in Southbank, where the Victorian College of the Arts resides.

You can view map of the Parkville Campus below, download a PDF copy, or access The University of Melbourne interactive map.

Navigating Melbourne

Melbourne, the capital of Victoria, is a beautiful city with fine buildings and spacious parks, which gives Melbourne its 'garden-city' title. Settlers from a variety of countries have given Melbourne a cosmopolitan outlook and the city has developed as the cultural, fashion, shopping, sporting and culinary centre of Australia.

Catching public transport:

Public transport commuters travelling on a full fare ticket are now able to use a credit card, phone or smartwatch across Melbourne.

Concession passengers will still need a myki card. You can purchase a myki card at most convenience stores or major train stations across Melbourne for $6.

There is a ‘Free Tram Zone’ within the Melbourne CBD, however outside of this area you will need to 'Touch On' your device, card or myki. You can download a map of the Free Tram Zone here. The free PTV app is also a useful resource to help with navigation by public transport.

Travelling from the airport:

The SkyBus travels from Tullamarine Airport to Southern Cross Station in the Melbourne CBD. The shuttle bus leaves the airport roughly every 20 minutes and costs $25.90 for a one-way pass or $43.40 for a return fare. Private shuttle buses from the airport can also be booked.

Things to see and do in Melbourne:

The central business district of Melbourne is based around the delta of the Yarra River at the top of a large bay. The city area contains some of Australia's finest parks, gardens and historic buildings, all within walking distance. Melbourne is also Australia's entertainment, sporting and cultural capital. Nearly every cuisine is represented in Melbourne's hundreds of restaurants and cafes.

Places of interest include:
  • Melbourne Zoo
  • Melbourne Skydeck for the awe inspiring view of Melbourne from the Southern Hemisphere's highest viewing platform
  • Fed Square, a venue for food, arts, culture and public events across from Flinders St Station, including the amazing Torres Strait owned and operated Indigenous restaurant, Mabu Mabu
  • Many waterfront restaurants and cafes along the Yarra River or the District Docklands precinct
  • The National Gallery of Victoria
  • Royal Botanic Gardens, recognised as one of the world's best, extending over 38 hectares and housing a collection of more than 8,500 species of plants from around the world
  • The Koorie Heritage Centre, exploring 60,000 years of culture of the Indigenous people of south-eastern Australia
For more information on Melbourne and its surrounding regions, please visit the following websites:
  • Broadsheet Melbourne
  • City of Melbourne
  • Time Out Melbourne
  • Visit Victoria

For queries contact:

Website:  Collaborative AI Lab in Business & Economic Research (CALIBER)

Email: CALIBER-AI@unimelb.edu.au

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Acknowledgement of Country

We acknowledge Aboriginal and Torres Strait Islander people as the Traditional Owners of the unceded lands on which we work, learn and live. We pay respect to Elders past, present and future, and acknowledge the importance of Indigenous knowledge in the Academy.

Read about our Indigenous priorities

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