According to Wikipedia data science is an inter-disciplinary field that uses scientific methods, processes, algorithms
and systems to extract knowledge and insights from noisy, structured and unstructured data, and apply knowledge and
actionable insights from data across a broad range of application domains.
This is what Auckland based Aaron Schiff does as a freelance data scientist. But he is more than this; he is also an
economist. One thing data scientists and economists share is a love of graphs.
Schiff is obviously no exception to this rule as evidenced by a fascinating tweet
that he posted on 2 November:
He was using graphs to make contrasting comparisons with the Delta variant of Covid-19 in Australia’s most populous
state New South Wales and New Zealand.
SchiffHis first graph compared both the state and country with the start of the Delta outbreak. There is no doubt New
Zealand’s pandemic response looks impressive as the graph illustrates.
It should be noted that the starting point (Delta arrival) for New South Wales was May whereas in New Zealand it was
Now look at the second graph which compares New South Wales with New Zealand when the latter government lowered the
Auckland alert level to 3 on 22 September.
There is not much that could be scarier than this graph with the obvious implications for the consequential implications
for hospitalisations and mortalities experienced by New South Wales. Although not the same, Level 3 in New Zealand has
some similarity with the unevenly applied lockdown in New South Wales.
If New Zealand were to continue to follow the disastrous New South Wales experience as outlined in the graph then the
otherwise avoidable intense pressure on our already heavily under-staffed public hospitals and the avoidable deaths
would be devastating. Our health system would be in real trouble.
But there are at least two mitigating factors. First, New Zealand’s vaccination rate in September was much higher than
the rate in New South Wales in May. The later arrival of delta to New Zealand was a definite advantage for us.
New South Wales has just achieved 90% full vaccination of those eligible. But an important qualification is that at the
same point there were 220 new infections and four deaths in the state.
The second mitigating factor is that, although daily infections are escalating upwards and hospitalisations increasing
in Auckland, the elimination strategy still applying in the rest of the country has been effective in containing the
It should not therefore be assumed that the graph will continue to show New Zealand matching New South Wales. This was
something that Prime Minister Jacinda Ardern committed to preventing in August and for much of September.
But, at the same time, it can’t be ruled out. The Government’s pandemic response was outstanding from March 2020. But
this is no longer the case. Since its poor overconfident judgement to lower Auckland’s alert level (disregarding the
advice of its modellers) the Government’s response has been stumbling.
Should the pattern indicated in the scary graph continue then government stumbling will be a significant contributor.