Has China’s export basket kept converging to the OECD basket since 2005?
Peter Schott’s 2008 Economic Policy paper asks whether Chinese exports are becoming genuinely more sophisticated — that is, whether the composition of what China sells overseas is moving toward the composition of what rich economies sell. His headline was yes, strongly, 1990–2005. Our extension of the Finger-Kreinin similarity index to 2024 says the convergence continued, though more slowly, through the 2010s and into the present decade.
Published result
Schott (2008, Economic Policy) documents that between 1972 and 2005 the composition of Chinese exports moved sharply toward the composition of OECD exports. His central evidence is twofold. First, the Finger-Kreinin overlap of China’s export basket with each OECD country at the HS aggregate rose steeply, especially after WTO accession (2001). Second, at HS10 — the finest US import category — US imports from China and from the OECD show extensive within-product unit-value overlap, meaning the two groups ship nominally identical products but at very different quality/price points. The paper’s conceptual framing: traditional measures of comparative advantage mislead when low- and high-income producers share the same HS code but ship different quality varieties — specialisation happens within products, not only across them. Within that caveat, at HS aggregate, China’s basket profile converged toward rich-country profiles unambiguously across his sample.
Our re-estimate
We compute the Finger-Kreinin index at HS6 (Schott used HS4), between China and a 38-country OECD aggregate, for every year 1995–2024. Finger-Kreinin is the overlap measure FK = Σ_p min(s_CHN,p, s_OECD,p) where s_c,p is country c’s export share of product p in its total export basket. FK ∈ [0, 1], with 1 = identical compositional baskets and 0 = disjoint baskets. The series rises monotonically across the sample from 0.334 in 1995 to 0.479 in 2024, with the 1995–2005 sub-window (Schott’s coverage) rising 0.064 and the 2005–2024 extension rising a further 0.081.
Finger-Kreinin export-basket similarity, China vs OECD-38, HS6, 1995–2024
cite
@misc{hossen_2026_repl-schott-2008-fk,
author = {Md Deluair Hossen},
title = {Finger-Kreinin export-basket similarity, China vs OECD-38, HS6, 1995–2024},
year = {2026},
howpublished = {TradeWeave Workbench},
url = {https://tradeweave.org#repl-schott-2008-fk},
note = {Figure: Figure 1 · Finger-Kreinin, China × OECD-38 at HS6}
}show query
WITH chn AS (
SELECT year, product_code, SUM(export_value) AS v
FROM country_year_product WHERE country_code = 156 GROUP BY year, product_code
),
chn_tot AS (SELECT year, SUM(v) AS tot FROM chn GROUP BY year),
oecd AS (
SELECT year, product_code, SUM(export_value) AS v
FROM country_year_product WHERE country_code IN (<OECD-38 codes>)
GROUP BY year, product_code
),
oecd_tot AS (SELECT year, SUM(v) AS tot FROM oecd GROUP BY year)
SELECT year,
SUM(LEAST(chn.v / ct.tot, oecd.v / ot.tot)) AS fk_similarity
FROM chn FULL OUTER JOIN oecd USING(year, product_code)
JOIN chn_tot ct USING(year) JOIN oecd_tot ot USING(year)
GROUP BY year ORDER BY year;Within-HS6 unit-value overlap, China vs the United States
Schott’s (2008) second empirical pillar is that even at very fine HS classifications, US imports from China and US imports from the OECD show substantial within-HS unit-value overlap — the two groups ship nominally the same products but at very different quality/price points. We approximate this on BACI export unit values (median US$/kg per HS6, CEPII unit-values release, 2000-2019) by the share of HS6 products in which China and the United States both export and their unit values lie within a factor of 2 of each other. The share rose from 34% in 2000 to 40% in 2019, while the median ratio uvCHN/uvUSA moved from 0.40 toward 0.48 — Chinese export unit values rising toward (but still below) the US benchmark.
Share of shared HS6 products with CHN/USA median export unit values within 2×, 2000-2019
China’s unit-value upgrading trajectory versus the OECD-38 benchmark
Figure 2 uses the United States as the benchmark; Schott (2008) ran many benchmarks, and a cleaner read comes from comparing Chinese unit values to the median OECD-38 exporter at each HS6 — a broader reference that smooths over country-specific composition (US aerospace-heavy, Germany auto-heavy, Japan electronics-heavy). For each HS6 shared by China and at least one OECD-38 reporter in a given year, we compute ln(uvCHN / uvOECD-median) and take the median across HS6 codes within the year. Zero is parity; negative is Chinese unit values below the OECD benchmark. The median gap moved from -0.86 in 2000 to -0.90 in 2019 — a -0.04 log-point closing of the unit-value gap, across a median of 4,632 shared HS6 codes per year.
Median across HS6 of ln(uv_CHN / uv_OECD-38 median), 2000-2019
Within-HS6 unit-value dispersion across all reporters
Schott (2008) emphasised that HS codes hide quality/price heterogeneity: nominally identical HS6 buckets contain goods shipped at very different US$/kg across reporters. A way to track this within-product fragmentation is to compute, for each (year, HS6) pair with at least 10 reporters, the standard deviation of ln(uv) across reporters, and then average across HS6 within year. Rising within-HS6 dispersion = more vertical specialisation, more quality differentiation at the fine aggregate. The cross-HS6 average standard deviation of ln(unit value) moved from 0.97 in 2000 to 1.05 in 2019; the 90/10 percentile ratio moved from 15.1× to 19.0×.
Mean across HS6 of within-product SD(ln uv) and p90/p10 ratio, 2000-2019
Which HS6 codes carry the 2024 FK overlap?
The Finger-Kreinin index in Figure 1 is a sum across HS6 codes: each product contributes min(s_CHN,p, s_OECD,p) to the total. Decomposing the 2024 level identifies which products do most of the basket-overlap work. A product carries a large min-contribution either when both China and the OECD-38 have a substantial share of their respective baskets in it (genuine overlap), or when one side dominates and the other is small but still nonzero (the bound constrains the contribution to the smaller share). Reading the top-15 list therefore tells you exactly which sectors put basket-similarity on the board in 2024 — the products where China and the OECD-38 are both deeply specialised.
HS6 codes carrying the largest min(share_CHN, share_OECD-38) contribution to the 2024 Finger-Kreinin index
Numerical comparison
| quantity | published (2008) | our re-estimate |
|---|---|---|
| direction 1995 → 2005 | rising (HS4) | +0.064 (HS6) |
| level FK 2005 | not reported in same form | 0.398 |
| extension 2005 → 2024 | out of sample | +0.081 |
| level FK 2024 | out of sample | 0.479 |
What’s the same, what differs
Same: Finger-Kreinin construction, FK = Σp min(sCHN,p, sref,p); monotonic rise over time; post-2001 acceleration. Differs: HS6 aggregation (ours) vs HS4/HS10 (Schott); OECD-38 aggregate reference (ours) vs bilateral China-vs-each-rich-country (Schott); 1995-2024 window (ours) vs 1972-2005 (Schott); we address only the compositional side, not the within-HS unit-value dispersion that is Schott’s second empirical finding.
Why the levels differ
Three divergences from Schott’s 2008 specification. First, aggregation level: we compute FK at HS6 where Schott used HS4. Finer buckets mechanically lower the level of FK because any two baskets will look less identical the more narrowly you cut each product; this means our absolute FK numbers are not directly comparable to Schott’s levels, only to each other over time. Second, comparator: Schott compared China to each individual rich country (US, Germany, Japan) as well as the aggregate; we use an OECD-38 aggregate share of world exports, which smooths out single-country idiosyncrasies (Germany’s automotive specialisation, Ireland’s pharma-offshoring) and therefore understates convergence with the leading specialists. Third, sample period: Schott’s HS data started in 1972; BACI starts in 1995, so we miss the steep pre-WTO portion of the catch-up trajectory. None of these reverse the direction of the finding — the sign, the monotonicity, and the broad speed of convergence survive.
A deeper caveat Schott emphasised and we preserve: HS classification hides within-productquality differences, so even perfect FK overlap would not imply basket-quality equality. The /quality page attacks the unit-value side of this question; FK is the compositional side.
BibTeX
@article{schott_2008,
author = {Schott, Peter K.},
title = {The Relative Sophistication of Chinese Exports},
journal = {Economic Policy},
volume = {23},
number = {53},
pages = {5--49},
year = {2008},
doi = {10.1111/j.1468-0327.2007.00195.x}
}Related: /china-shock on the production-side mechanics of the same trajectory. Return to the replication gallery.