Big Data reports
Many of our projects have a strong focus on utilising linked administrative data, and in particular the Statistics New Zealand's Integrated Data Infrastructure (IDI). Stats NZ published a range of case studies highlighting the types of research being carried out using the IDI. Our report 'Empirical Evidence of the Gender Pay Gap', published in 2017, was chosen as part of this campaign due to the insights gained from utilising the IDI.
See the Stats NZ's poster - How integrated data helps: shine a light on the gender pay gap
This page lists some examples of our research reports that use Big Data.
Workplace Safety and the Future of Work in NZ
Funder: WorkSafe New Zealand
What are the possible implications of future-of-work trends for workplace safety? This report examines the relationship between future-of-work trends and workplace safety outcomes using information on work-related injury claims.
The Future of Work in New Zealand: An Empirical Examination
Funders: NZ Industrial Relations Foundation
This report examines the adoption of future-of-work (FoW) practices, processes and technology in New Zealand workplaces. It uses the 2018 Business Operations Survey (BOS) linked to administrative data from Stats NZ’s Integrated Data Infrastructure (IDI) and Longitudinal Business Database (LBD) to examine a variety of practices associated with the FoW, covering areas such as employee engagement and inclusion policies, flexible leave and work options, automation and digitalisation, and the use of collective agreements and non-standard work.
Ethnic differences in the use and experience of child healthcare services in NZ: An empirical examination
Funders: Ministry of Social Development and the Health Research Council
This research uses Growing Up in New Zealand (GUiNZ) data to provide insights regarding life-course differences in the use and experience of child healthcare services in NZ and focuses on decisions to immunise, seek dental care, and visit the doctor. The report analysed responses from around 6,000 parents at four time points: antenatally; when the children were nine-months; then two-years; and then four-years-old.
Pacific In-work Poverty in New Zealand
Funder: Ministry of Business, Innovation and Employment (MBIE)
This report examines the prevalence of, and characteristics associated with, Pacific in-work poverty in New Zealand. The report extends the work of an earlier report on In-work Poverty in New Zealand more generally. The analysis within this study draws primarily on linked data from Inland Revenue and the 2013 Census, as well as supplementary information provided by the Household Labour Force Survey.
In-work Poverty in New Zealand
Characterising New Zealand's Underutilised Workforce
Workplace Health and Safety in the Home and Community Care Sector
Funder: Home and Community Health Association
The aim of this literature review was to understand the causes and drivers of workplace injury in home-based health and disability support services. The literature review was based on international academic research, government generated research and reports, reputable consultancy organisations and other organisations such as unions.
This report is confidential
Health Care Homes: Early Evidence in Wellington
Funder: Productivity Commission
This report presents a case study analysis on one part of the New Zealand healthcare system. We focus on the NZ Health Care Home initiative and investigate the impact of its implementation on a wide array of health events.
Individualising entitlements in New Zealand's benefit and social assistance systems
The purpose of this report is to examine the possibility of modernising New Zealand's welfare and social assistance system to remove or reduce reliance on the couple-based unit of assessment and the associated requirement for relationship status testing.
Parenthood and labour market outcomes
Funder: Ministry for Women
This is a report commissioned by the Ministry for Women, and written in conjunction with Motu. This study combines administrative monthly earnings data, birth records, and survey information on hours worked and earnings to describe the labour market outcomes of men and women as they have children, as well as how parenthood contributes to the gender pay gap in NZ.
Residential movement within New Zealand: Quantifying and characterising the transient population
The Social Policy Evaluation and Research Unit manages a Ministerial fund for social sector research. It is under that umbrella that this project was commissioned. This study presents the first attempt at quantifying the scale of transience and vulnerable transience in NZ, and a description of who these people are. Understanding who is at risk of being transient will inform the work of a number of social sector agencies who deliver services to vulnerable populations.
Developing indicators of international student wellbeing: A scoping exercise with the IDI
Funder: Ministry of Education
To monitor international students’ outcomes, this study explores the scope of administrative data in the IDI to construct indicators of students’ academic outcomes (qualification completion), economic conditions (employment indicators), physical and mental wellbeing (frequency in the usage of health care services), and inclusion (crime victimisation and incidence of accidents leading to injury).
Low pay in NZ
Funder: Ministry of Business, Innovation and Employment
This research aims to better understand the low pay sector within New Zealand, and the changing nature of this group in recent years. A particular focus of the study was on identifying who is low paid, to build a comprehensive portrait with regard to their individual, household, and job characteristics, over the period 2006 to 2015. This is the first time that the the IDI has been interrogated in this way.
Empirical evidence of the gender pay gap in New Zealand
Funder: Ministry for Women
The size of the gender pay gap in NZ is approximately 12%, based on 2015 data. This is consistent with that found by Dixon (2003), indicating that the gender pay differential hasn’t narrowed in the last decade. We examine this gap with the Oaxaca Blinder decomposition method and find that just over 83% of the gap is unexplained; after controlling for differences in individual, household, occupation, industry and other job characteristics. We also test the robustness of the results with use of a matching approach and continue to find that the unexplained proportion dominates. Finally, we test the hypotheses of a glass ceiling and sticky floor and find evidence in favour of the former, with the proportion of the pay gap that is unexplained rising as we move up the wage distribution.
Explaining ethnic disparities in bachelor's qualifications: participation, retention and completion in NZ
Funder: Productivity Commission
There are substantial ethnic gaps in higher education in NZ, despite more than a decade of considerable policy effort aimed at this concern. This study uses newly linked administrative data to examine the underachievement of Māori and Pasifika relative to Europeans. We follow a population cohort born between 1990 and 1994 from school through to young adulthood to assess the relative contributions of prior academic performance, socioeconomic status and parental education to these gaps.
Big data reports prior to 2017
- Scoping the costs of homelessness in New Zealand
- The Attitude Gap Challenge: Research Evidence and Case Studies
- The State of the Tertiary Education Sector in New Zealand 2013
- Telework Briefing
- Trans-Tasman Telework Survey
- A History of Magazine Publishing in Britain
- Disability, education and the labour market: A longitudinal portrait for New Zealand
- New ways of working. Flexible working, wellbeing and diversity at CCANZ
- Y-NEET: Empirical evidence for NZ
- The current and predicted extent of flexible working