
Dr Christine Armstrong
Lecturer
Newcastle Business School (Marketing)
Putting AI, humour and insight into the complaints process
Complaints give consumers a voice, and the feedback can drive better business practices. But existing processes aren’t perfect. By exploring issues and new solutions, Dr Christine Armstrong is helping make grievances more beneficial for all.

Consumer complaints may not initially seem like an exciting area of research. But when framed as a way to improve customer experiences and equality, drive business innovations and enhance service quality, it becomes quite compelling.
This is something Christine discovered while working as a research assistant during her PhD at the University of Newcastle on a project about the ROI of effective complaints management, and what drew her to explore further.
Despite only having been in academic research for around 18 months, she has already produced a number of publications on the topic of complaints. Her overarching goal is to find better solutions—solutions that benefit both consumers and organisations.
Equity and accessibility in complaints
Christine’s prime area of focus is how complaints processes can be more accessible and equitable for groups of consumers who are vulnerable, for example, for people who speak English as a second language (ESL).
“People with ESL often face language discrimination when they’re in a situation where they'd like to make a complaint, so they are often less likely to make that complaint,” she explains.
To tackle this issue, Christine and her Newcastle Business School colleagues, Dr Alicia Kulczynski,Dr Margurite Hook, and Dr Moji Barari, alongside Dr Bin Li from the School of Law and Justice, are looking at how we can use artificial intelligence (AI) to help these vulnerable consumers compose complaints.
Testing the AI tool hypothesis
The hypothesis they’re working with is that in using an AI tool, these consumers will have increased feelings or self-efficacy. To put it more simply, they’ll feel like they’re more confident and capable in the task of complaining.
They’re testing this with experiments, using an AI tool/complaints portal they’ve developed with the help of their funding partner, the NSW Ombudsman.
So far, they’ve looked at approximately 1,000 consumers across English-dominant countries across the globe to test whether AI is effective in this scenario. What they’ve found is that it very much does.
Not only have they found this to be true for consumers with ESL but also those with English as their native language who see its benefits as a complaint-writing tool to help with the clarity and legitimacy of their complaint.
They’re now sending the AI-assisted complaints to complaints managers in a survey to see what their perceptions of these complaints are, asking questions such as ‘Do they differ from non-AI-assisted complaints?’ and ‘Would they have greater confidence in resolving them?
The Ombudsman has a vested interest in this research as it’s part of their charter to ensure consumers have the same access to the complaints process.
Are complaints a laughing matter?
Another area of research Christine is working on at the moment, also with Alicia Kulczynski and Margurite Hook, is around the use of humour in making and managing complaints—sharing what they find in the form of practical advice to organisations on how they can do this.
“The interesting thing is that humour can be really useful in building rapport and psychological comfort with consumers. It can make us feel quite relaxed and engaged with an organisation,” says Christine.
“It’s the matching and mirroring that can build comfort in people. It gives them the feeling that they have some connection with the complaint manager.”
However, their experiments have found that there’s a limit to where and how organisations should use humour in the complaints process.
“We recommend that organisations only use humour when instigated by the complainant, in other words, only when they use humour first. They should also avoid the use of humour for high severity complaints”.
A couple of examples she gives for high-severity complaints include health complaints and those in the food industry.
Observational versus direct complaining
In a previous paper, Christine also explored the area of observational complaining versus face-to-face or direct complaining.
Observational complaining occurs on public platforms, such as social media, where others can see the comments. In contrast, direct complaining involves communicating privately, like speaking to or emailing a manager.
As well as making the distinction between the two, she also talks about the fact that observational complaining is on the rise. People are now much more likely to share complaints on social platforms.
Christine explains that people often do this as there’s comfort in knowing there’s support from other consumers. There’s also an altruistic motivation: we want to warn other customers of a bad experience.
The takeaway is that organisations need to be actively engaging in observational channels to ensure people are heard, and complaints are dealt with in an effective manner.
From research to real-life benefits
What motivates Christine most about her work is the real-world impact and practical applications she can have. What she’s learning from her research is highly valuable to consumers and, in turn, to businesses and organisations across all sectors.
The next step in her current research around AI assisting in complaints is to find industry partners to work with and apply for an Australian Research Council Linkage grant.
“We’d like to apply to develop a prototype and actually have a portal or application that we would more fully develop and to be able to recommend to both public sector and private sector organisations.”
“We want to test it in real organisations and have those industry partners on board. Eventually, we’d like it to be best practice to have that type of application in complaint portals. Not for compulsory use, but as an option.”
Your go-to complaints expert
Christine enjoys engaging with Industry a great deal. In fact, she sees it as a crucial part of her work.
“I really don't see the point in doing research that doesn't have industry implications and applications. I want to get our research out there!”
Part of getting her research out there is developing the portal and working with industry. Another part is sharing their findings and research with a wider audience through the media and other channels.
A few years back, while doing her PhD, Christine spoke to Richard Glover on ABC National. She thoroughly enjoyed the opportunity and the engagement it led to, with people ringing up and sharing their complaints stories.
More recently, she discussed how effectively handling consumer complaints can turn dissatisfied customers into loyal advocates, providing a unique angle on customer relationship management on the local podcast Branding Unlocked with Monica Warmsley and Josh Lawlor (S3, Ep5)
Christine is keen to do more media work and share her insights on her mission to ensure that everyone, including the vulnerable, gets better service outcomes. So, if you ever need an expert opinion on complaints, reach out!
Putting AI, humour and insight into the complaints process
Christine’s prime area of focus is how complaints processes can be more accessible and equitable for groups of consumers who are vulnerable, for example, for people who speak English as a second language (ESL).
Career Summary
Biography
A lecturer in Marketing for the Newcastle Business School since 2011, Christine continues to engage with industry as a strategic marketing consultant for retail, not-for-profit and government organisations. Her enthusiasm for industry engagement underpins her role as Director of the University’s Master of Business Administration.
Christine’s research focus is on consumer complaints behaviour and management on social media platforms, providing industry practitioners with easy-to-implement strategies to improve their complaint management practices. Her PhD thesis, ‘Organisational Responses to Consumer Complaints on Facebook Business Pages: The Effect on Consumer Behaviours and Attitudes’, examined the effects of organisational interventions and co-user interactions upon the attitudes and behaviours of complainants on Facebook. This research provided strategic marketing insights into how consumers’ perceptions of social risk can reduce online participation, as well as the employee interventions which can be executed to reverse this effect.
Before completing her PhD, Christine graduated as an MBA (with merit) upon receiving the inaugural Club 13 and University of Newcastle MBA Scholarship, which was established to support emerging business leaders.
Christine’s business qualifications marry well with her interest and undergraduate qualifications in the arts, as demonstrated in Christine’s former role as Manager of Film Hunter. During her years with Film Hunter Christine facilitated the filming of commercials, television programs and feature films, such as Superman Returns and Suburban Mayhem.
As well as marketing the Hunter region for film and TV productions, Christine has also worked as an Economic Development Specialist for the City of Newcastle, marketing the city as a business destination to markets throughout Australia, as well as internationally. Christine has also consulted extensively as a marketing researcher and strategist for Grassroots Group, working with a range of retail, educational and professional services clients.
Christine’s focus on industry extends to her academic collaborations and as a senior researcher, she has worked on cross-discipline research projects involving industry partners from the private and public sectors. In recent years, she has worked as senior researcher for a UoN interdisciplinary study into the return on investment (ROI) of effective complaint management, working in collaboration with the industry association for Australian complaint management professionals, the Society of Consumer Affairs Professionals (SOCAP). Currently, she is working with a research team from the Newcastle Law School, reviewing the complaints handling processes and systems for a state government planning department.
Currently, Christine and her co-researchers, with the support of funding partner, the NSW Ombudsman, are conducting research on the potential for Artificial Intelligence (AI) to be used as a complaint tool for consumers who speak English as a Second Language (ESL). This research will assist in identifying the challenges and opportunities associated with AI integration and will assist organisations in developing targeted interventions to enhance complaint resolution skills and cultural competency among handlers, thereby improving overall service quality and effectiveness.
Christine has also recently worked as Project Coordinator for the University’s new International Hotel School. This project involved extensive industry consultation and collaboration, to prepare a business case for a fully integrated tourism, hospitality and events training facility (‘Hotel School’). The Hotel School project aims to redress the labour and skills shortage, and to maximise the opportunities associated with the projected growth of the visitor economy in the Hunter and Central Coast.
Qualifications
- Doctor of Philosophy, University of Newcastle
- Bachelor of Arts, University of Newcastle
- Bachelor of Arts (Honours), University of Newcastle
- Master of Business Administration, University of Newcastle
Keywords
- Complaints behaviour
- Complaints management
- Consumer behaviour
- Leadership
- ROI
- Strategic marketing
Fields of Research
| Code | Description | Percentage |
|---|---|---|
| 350605 | Marketing management (incl. strategy and customer relations) | 50 |
| 350611 | Service marketing | 25 |
| 350601 | Consumer behaviour | 25 |
Professional Experience
UON Appointment
| Title | Organisation / Department |
|---|---|
| Lecturer | University of Newcastle Newcastle Business School Australia |
Publications
For publications that are currently unpublished or in-press, details are shown in italics.
Chapter (1 outputs)
| Year | Citation | Altmetrics | Link | |||||
|---|---|---|---|---|---|---|---|---|
| 2020 |
Armstrong C, Carlson J, Sourdin T, Watts M, 'Return on Investment of Effective Complaint Management: Synthesis and Research Directions: An Abstract', 109-110 (2020)
Customer complaints are inevitable given the complexity of products (service) and the inherent need for human involvement in aspects of service delivery. In today'... [more] Customer complaints are inevitable given the complexity of products (service) and the inherent need for human involvement in aspects of service delivery. In today's competitive, socially networked environment, customers are empowered by technology, their expectations increasing, with the magnitude of complaint effects having increased with the digital age. Complainants now regularly take to social media, review sites, blogs and YouTube to vent their frustration, spreading negative word of mouth (Tronvoll 2007, 2012) which can have damaging effects for an organisation's brand equity and profitability. Managers know that customer complaints are important. For instance, effective complaint management has confirmed positive links between increased satisfaction, increased loyalty, repurchase intention and subsequent higher company returns in the literature (Casado-Díaz et al. 2009; Fornell 1992; Homburg and Furst 2005) and positive consumer experiences shown to be related to increased loyalty (Moliner et al. 2010; Johnston 2001). However, the return on investment (ROI) or complaint management profitability (CMP) of increasing satisfaction through "good" complaints handling has only received scant research attention. A critical reason for the lack of literature on ROI and CMP is difficulty attaining data relating to the complaint management function. Organisations do not measure all costs and benefits of complaint handling (Stauss and Schoeler 2004; Stone 2011). Nor can organisations or researchers agree on what constitutes the costs and benefits of complaints and their handling. Unfortunately, given the difficulty attributing a financial value to the benefits, costs are more usually measured, leading to complaints handling departments often being regarded as "cost centres" rather than providing opportunities for increased benefits to the firm (Sandelands 1994). The purpose of this paper is to explore the literature relating to ROI of customer complaints management to the organisation, identify the potential development on the subject in academia and direct future research with the goal of enhance complaint handling management practices for organisations. This paper reviews the literature on defining "good" complaints handling before reviewing the literature on ROI and profitability of complaints handling. Second, the drivers of ROI and profitability of complaints handling from the literature are highlighted. Finally, the paper concludes by synthesising the findings of the literature and proposes specific research questions to guide future research.
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Conference (4 outputs)
| Year | Citation | Altmetrics | Link | ||
|---|---|---|---|---|---|
| 2024 |
Barari M, Kulczynski A, Hook M, Armstrong C, 'Micro vs Macro Influencers in Green Campaigns' (2024)
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| 2024 |
Armstrong C, Kulczynski A, Hook M, Barari M, 'AI as an Aid for ESL Complainants' (2024)
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| 2023 |
Armstrong C, Kulczynski A, Hook M, 'Utilising Artificial Intelligence to Assist Vulnerable Complainants', Dunedin, New Zealand (2023)
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| Show 1 more conference | |||||
Journal article (5 outputs)
| Year | Citation | Altmetrics | Link | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2025 |
Armstrong C, Kulczynski A, Hook M, 'Feeding Comfort: The Role of Humor in Online Food Complaints', Journal of Consumer Behaviour, 24, 1061-1085 (2025) [C1]
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| 2023 |
Carlson J, Sourdin T, Armstrong C, Watts M, Carlyle T, 'Return on Investment of Complaint Management: A Review and Research Agenda', AUSTRALASIAN MARKETING JOURNAL, 31, 350-360 (2023) [C1]
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Open Research Newcastle | |||||||||
| 2021 |
Armstrong C, Kulczynski A, Brennan S, 'Cue the complaint: the visual cues of Facebook business pages and their influence on consumer complaint behaviour', JOURNAL OF MARKETING MANAGEMENT, 37, 1027-1057 (2021) [C1]
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Open Research Newcastle | |||||||||
| 2021 |
Sourdin T, Carlson J, Watts M, Armstrong C, Carlyle T, McGeoch D, 'Measuring Effective Complaint Handling by Government', Australasian Dispute Resolution Journal, 31, 210-222 (2021) [C1]
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Open Research Newcastle | |||||||||
| 2021 |
Armstrong C, Kulczynski A, Brennan S, 'For all to see: social risk and observable complaining on Facebook', EUROPEAN JOURNAL OF MARKETING, 56, 31-71 (2021) [C1]
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Open Research Newcastle | |||||||||
| Show 2 more journal articles | |||||||||||
Other (1 outputs)
| Year | Citation | Altmetrics | Link | ||
|---|---|---|---|---|---|
| 2018 |
Carlson JL, Sourdin T, Armstrong C, Watts M, Dean A, 'Return on Investment of Effective Complaints Management' (2018)
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Report (1 outputs)
| Year | Citation | Altmetrics | Link | ||
|---|---|---|---|---|---|
| 2025 |
Armstrong C, Kulczynski A, Hook M, Barari M, Li B, Niass J, 'Utilising Generative Artificial Intelligence (GenAI) to assist complainants who speak English as a Second Language' (2025)
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Grants and Funding
Summary
| Number of grants | 2 |
|---|---|
| Total funding | $96,865 |
Click on a grant title below to expand the full details for that specific grant.
Highlighted grants and funding
Analysis of Complaints Handling for the RSD Team$85,000
Funding body: NSW Department of Planning, Industry and Environment
| Funding body | NSW Department of Planning, Industry and Environment |
|---|---|
| Project Team | Emeritus Professor Tania Sourdin, Doctor Christine Armstrong, Doctor Mirella Atherton, Doctor Bin Li |
| Scheme | Tender |
| Role | Investigator |
| Funding Start | 2022 |
| Funding Finish | 2022 |
| GNo | G2101391 |
| Type Of Funding | C2300 – Aust StateTerritoryLocal – Own Purpose |
| Category | 2300 |
| UON | Y |
20241 grants / $11,865
Utilising Artificial Intelligence to Assist Complainants who Speak English as a Second Language$11,865
Funding body: NSW Ombudsman's Office
| Funding body | NSW Ombudsman's Office |
|---|---|
| Project Team | Doctor Christine Armstrong, Doctor Moji Barari, Doctor Margurite Hook, Associate Professor Alicia Kulczynski, Doctor Bin Li |
| Scheme | Research Project |
| Role | Lead |
| Funding Start | 2024 |
| Funding Finish | 2024 |
| GNo | G2400431 |
| Type Of Funding | C2300 – Aust StateTerritoryLocal – Own Purpose |
| Category | 2300 |
| UON | Y |
20221 grants / $85,000
Analysis of Complaints Handling for the RSD Team$85,000
Funding body: NSW Department of Planning, Industry and Environment
| Funding body | NSW Department of Planning, Industry and Environment |
|---|---|
| Project Team | Emeritus Professor Tania Sourdin, Doctor Christine Armstrong, Doctor Mirella Atherton, Doctor Bin Li |
| Scheme | Tender |
| Role | Investigator |
| Funding Start | 2022 |
| Funding Finish | 2022 |
| GNo | G2101391 |
| Type Of Funding | C2300 – Aust StateTerritoryLocal – Own Purpose |
| Category | 2300 |
| UON | Y |
Research Supervision
Number of supervisions
Highlighted Supervision
| Commenced | Level of Study | Research Title | Program | Supervisor Type |
|---|---|---|---|---|
| 2020 | PhD | A Picture Paints You: Using Images as a Cue for Identity Salience to Drive Brand and Consumer Engagement | PhD (Management), College of Human and Social Futures, The University of Newcastle | Co-Supervisor |
Current Supervision
| Commenced | Level of Study | Research Title | Program | Supervisor Type |
|---|
Dr Christine Armstrong
Position
Lecturer
Newcastle Business School
Newcastle Business School
College of Human and Social Futures
Focus area
Marketing
Contact Details
| christine.armstrong@newcastle.edu.au |




