NZ Economic & Customer Data Trends
Multi-dataset analysis covering 50+ years of New Zealand GDP growth, Balance of Payments flows, and customer acquisition trends — with a critical 59% acquisition drop flagged in 2022.
APAkashdeep Patra
Apr 19, 2026Conversation Story
Chapter 1
05:43 PMAP
analyse these to find data treands
Balance of Payments June 2025.csv30.9 MB
Customers 100000.csv16.5 MB
GDP June 2025 Quarter.csv19.5 MB
AI Analysis
Three Datasets, Three Stories — Here's What the Data Reveals 🔍
The numbers span 50+ years of economic history and 100,000 customer records. Let me take you through each story.
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📈 GDP: Half a Century of Growth (With One Nasty Stumble)
Here's the headline: New Zealand's GDP grew relentlessly from the 1970s through to the 2020s — but the journey wasn't smooth. There's a sharp dip in 1991 that tells its own story.
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NZ GDP Growth: YoY % Change (1991–2020)
NZ GDP Growth: YoY % Change (1991–2020)
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The 1991 Crash — What Happened?
The 1991 Crash — What Happened?
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The pattern after 1992 is remarkably stable — growth hovers between 3–6% for nearly two decades, only faltering in 2009 (GFC echo, near-zero at 0.27%).
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🏗️ Consumption Dominates. Exports Lag. Investment Surges.
This is where it gets interesting. Looking at the GDP expenditure breakdown from 2000 to 2003 (the pattern holds throughout):
GDP Components — Average Quarterly Value ($M NZD)
GDP Components — Average Quarterly Value ($M NZD)
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💸 External Flows: Slow Burn to Acceleration
The Balance of Payments data shows NZ's international financial flows growing steadily — but with notable volatility around 2008.
Balance of Payments — Avg Transaction Value ($M, 2000–2019)
Balance of Payments — Avg Transaction Value ($M, 2000–2019)
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BoP Average Transaction Value: 2000 → 2019
BoP Average Transaction Value: 2000 → 2019
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The GFC (2008) caused a sharp -25% dip from the 2007 peak of $2,748M, but recovery came quickly. By 2018, values hit a new record of $3,195M.
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🚨 100,000 Customers — And Then Acquisition Fell Off a Cliff
This is the most urgent finding in your data. Customer acquisition was rock-solid in 2020–2021 at ~3,400–3,600/month. Then something happened in 2022.
Monthly New Customer Acquisitions (2020–2021)
Monthly New Customer Acquisitions (2020–2021)
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⚠️ Critical: 2022 Acquisition Collapse
⚠️ Critical: 2022 Acquisition Collapse
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The geographic spread is remarkably flat — Congo and Korea lead with ~835 and ~820 customers respectively, but no country exceeds 0.84% of total. This suggests either a truly global, diffuse customer base or randomized test data.
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Key Trends Across All Three Datasets
Key Trends Across All Three Datasets
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The next question to ask: Is the 2022 customer data complete, or does your dataset cut off mid-year? That answer changes everything. 🎯
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