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Capital Flows

Securities-Lending Utilization

Name: Securities-Lending Utilization
Creator: TW Market Data
License: https://twmarketdata.com/en/legal/licensing

Per-ticker daily securities-lending utilization: lending balance vs shares issued → utilisation_pct and its percentile, with a coverage note. Derived from the securities-lending + foreign-holding families. Not a forecast, not a recommendation.

← Securities-Lending Utilization overview

VerifiedSource: TWSE·Plan: max·Cost: 2 credits·GET /v2/datasets/lending-utilization

Securities-Lending Utilization is a Taiwan market dataset sourced from TWSE, served by TW Market Data as GET /v2/datasets/lending-utilization, with data as of 2026-07-31.

Data as of 2026-07-31 (trade_date).

Overview

Field	Type	Description
`ticker`	string
`market`	string
`trade_date`	string
`lending_balance`	number
`shares_issued`	number	NULL ~19.5%
`utilisation_pct`	number	NULL where denominator absent
`utilisation_pctile`	number	within-history coordinate
`utilisation_note`	null
`derivation_method`	string
`rule_version`	string

Coverage

Rows	3,563,933
Window	2007-01-02 – 2026-08-26
Grade	Verified
Measured	2026-09-01from the dataset registry

Example response

A real response from this endpoint. Rows are returned under "data", and provenance is carried in the shape shown below — it is not identical across datasets, so read this page's rather than assuming another's.

{
  "dataset_id": "lending_utilization",
  "request_context": {
    "scope": "twse_tpex_securities_lending_utilisation",
    "coverage_type": "daily_derived",
    "filters": {
      "ticker": null,
      "market": null,
      "trade_date": null,
      "date_from": null,
      "date_to": null,
      "limit": 50
    },
    "applied_defaults": {
      "default_window_days": 30,
      "reason": "no date filter given; bounded to keep the view's percent_rank window from scanning all history (15.7s unbounded vs 0.7s bounded)"
    },
    "min_trade_date": "2026-08-03",
    "max_trade_date": "2026-08-03"
  },
  "quality": {
    "row_count": 50,
    "ticker_count": 50,
    "rows_without_shares_issued": 1,
    "sensitive_fields_exposed": false
  },
  "lineage": {
    "derivation_methods": [
      "derived_securities_lending_over_foreign_holding_shares_issued"
    ],
    "rule_versions": [
      "derived_v1_lending_balance_over_shares_issued"
    ],
    "semantics": "Securities-lending balance as a share of shares issued, per ticker per trading day, with the cross-sectional percentile of that ratio. DERIVED: utilisation_pct = lending_balance / shares_issued."
  },
  "error": null,
  "data": [
    {
      "ticker": "00400A",
      "market": "TWSE",
      "trade_date": "2026-08-03",
      "lending_balance": 49158000,
      "shares_issued": 2167140000,
      "utilisation_pct": 2.268335,
      "utilisation_pctile": 0.3326848249027237,
      "utilisation_note": null,
      "derivation_method": "derived_securities_lending_over_foreign_holding_shares_issued",
      "rule_version": "derived_v1_lending_balance_over_shares_issued"
    },
    {
      "ticker": "00401A",
      "market": "TWSE",
      "trade_date": "2026-08-03",
      "lending_balance": 5283000,
      "shares_issued": 230395000,
      "utilisation_pct": 2.293019,
      "utilisation_pctile": 0.3351167315175097,
      "utilisation_note": null,
      "derivation_method": "derived_securities_lending_over_foreign_holding_shares_issued",
      "rule_version": "derived_v1_lending_balance_over_shares_issued"
    }
  ],
  "data_count": 50,
  "known_gaps": [
    "utilisation_pct_is_derived_lending_balance_over_shares_issued",
    "shares_issued_is_a_point_in_time_master_value_not_restated_history",
    "derivation_method_and_rule_version_pin_how_each_row_was_computed"
  ],
  "warnings": [
    "not_investment_advice"
  ],
  "envelope": {
    "dataset_id": "lending_utilization",
    "scope": "twse_tpex_securities_lending_utilisation",
    "row_count": 50
  }
}

Captured from the live API on 2026-07-20.

Licence and attribution

Part of the data in this service is obtained from the Government Open Data Platform (data.gov.tw) and used under the Open Government Data License, version 1.0. Providing agencies: Taiwan Stock Exchange, Taipei Exchange, Taiwan Futures Exchange, Taiwan Depository & Clearing Corporation, National Development Council, Central Bank of the Republic of China (Taiwan), Department of Statistics of the Ministry of Economic Affairs, and Customs Administration of the Ministry of Finance. The value-added processing, derived calculations and presentation in this service are the responsibility of TWMD and are not associated with the providing agencies.

Cite this dataset

TW Market Data. (2026). Securities-Lending Utilization (Version 2026-07-31) [Data set]. TW Market Data. Retrieved 2026-09-05, from https://twmarketdata.com/en/docs/api/capital-flows/lending-utilization

The version is the dataset's own as_of, not the date this page was built. Where we have no as_of the field is left out rather than filled in. Check a signature

Datasets that join with this one. The key each pair aligns on is shown, so you can plan a multi-table query without guessing.

Foreign holding
Joins on market + ticker + trade_date
Institutional flow
Joins on market + ticker + trade_date
Margin & short
Joins on market + ticker + trade_date
Short-Restriction Flags
Joins on market + ticker + trade_date
Short-sale balance control
Joins on market + ticker + trade_date

Getting started

Put your key in the X-API-Key header.
Add query parameters (symbol, date range, limit).
Send the request and read the data array.

curl "https://api.twmarketdata.com/v2/datasets/lending-utilization" \
  -H "X-API-Key: sk_live_..."

Filtering

Parameter	Required	Type	Description
`symbol`	Yes	string	Ticker, e.g. 2330.
`start_date`	No	string (YYYY-MM-DD)	Start of the query range.
`end_date`	No	string (YYYY-MM-DD)	End of the query range.
`limit`	No	integer	Maximum rows to return.

Python

import requests

resp = requests.get(
    "https://api.twmarketdata.com/v2/datasets/lending-utilization",
    params={},
    headers={"X-API-Key": "sk_live_..."},
)
resp.raise_for_status()
print(resp.json()["data"])

OpenAPI

This endpoint is GET /v2/datasets/lending-utilization. The full machine-readable schema (parameters, security, response envelope) lives in the OpenAPI spec.

Request & Response

Request

curl "https://api.twmarketdata.com/v2/datasets/lending-utilization?symbol=2330&start_date=2026-01-01&end_date=2026-06-30&limit=5" \
  -H "X-API-Key: $TWMD_API_KEY"

Response

{
  "dataset_id": "lending_utilization",
  "quality": {
    "row_count": "<number>",
    "ticker_count": "<number>",
    "rows_without_shares_issued": "<number>",
    "sensitive_fields_exposed": "<boolean>"
  },
  "error": null,
  "data": [
    {
      "ticker": "<string>",
      "market": "<string>",
      "trade_date": "<string>",
      "lending_balance": "<number>",
      "shares_issued": "<number>",
      "utilisation_pct": "<number>",
      "utilisation_pctile": "<number>",
      "utilisation_note": "<null>",
      "derivation_method": "<string>",
      "rule_version": "<string>"
    }
  ],
  "data_count": 50,
  "known_gaps": [
    "<string>"
  ],
  "warnings": [
    "<string>"
  ],
  "envelope": {
    "dataset_id": "<string>",
    "scope": "<string>",
    "row_count": "<number>"
  }
}