// Product / RF

Risk Factor Database

Market, fundamental and macro-economic factors for US and Chinese equities — ready for both fundamental and economic models.
Daily
Update frequency
2000+
US history from
256
China factors
3,500+
China stocks
// China / Coverage

Chinese risk factors

Daily-updated historical data from 2011 onward, covering 256 financial ratios and risk factors for more than 3,500 Shanghai- and Shenzhen-listed companies, including delisted companies.

Reporting and restatements

Financial data is indexed by its financial/reporting period and its publication or restatement date.

Stock suspensions

Most factor values are not calculated during stock suspensions. Calculation windows follow market trading days, including suspension days, rather than only days when the individual stock traded.

Trailing twelve months

Income-statement and cash-flow ratios use trailing-twelve-month (TTM) data to reduce seasonal skew.

Balance-sheet inputs

Balance-sheet ratios use either the latest available value (Latest) or an average value (Mean), depending on the factor.

// Published factors · 240 unique entries

Chinese factor list

Financial ratios and market characteristics

  • accounts payables turnover days
  • accounts payables turnover rate
  • administration expense to total operating revenues
  • accounts receivable turnover days
  • accounts receivable turnover rate
  • natural logarithm of total assets
  • book leverage
  • bond payable to total assets
  • net cash flow from operation activities to operating revenues
  • net cash to total current liabilities
  • monthly return range
  • cash flow per share to price
  • 5-year average cash flow per share to price
  • total current assets to total assets
  • current assets turnover rate
  • current assets to current liabilities
  • downside beta
  • downside correlation
  • ratio of downside standard deviations
  • total liabilities to total equity
  • total liabilities to total assets
  • diluted earnings per share
  • daily returns variance ratio
  • earnings before interest and taxes to total operating revenues
  • 5-year earnings growth
  • earnings per share
  • total shareholder equity to fixed assets
  • total shareholder equity to total assets
  • total shareholder equity turnover rate
  • earnings per share to price
  • 5-year average earnings per share to price
  • financial expenses to total operating revenues
  • growth rate of net cash flow from financing activities
  • fixed assets to total assets
  • fixed assets turnover rate
  • gross income to operating revenues
  • historical daily Beta
  • historical daily Sigma
  • intangible assets to total assets
  • inventory turnover days
  • inventory turnover rate
  • growth rate of net cash flow from investing activities
  • natural logarithm of market value
  • natural logarithm of negotiable market value
  • long term borrowings to total assets
  • total non-current liabilities to working capital
  • total non-current liabilities to total assets
  • market leverage
  • net assets growth rate
  • net income growth rate
  • net income to operating revenues
  • net cash flow from operation activities to operating net income
  • total non-current assets to total assets
  • growth rate of net income
  • net income to total operating revenues
  • selling expenses to total operating revenues
  • operating profit growth rate
  • operating profit to operating revenues
  • operating profit to total operating revenues
  • operating revenue growth rate
  • growth rate of net cash flow from operation activities
  • net cash flow from operation activities to total current liabilities
  • price-to-book ratio
  • price-to-cash-flow ratio
  • price-earnings ratio
  • price-to-sales ratio
  • current assets minus inventories to current liabilities
  • return on assets: net income to total assets
  • 5-year return on assets
  • return on equity
  • 5-year return on equity
  • relative strength for the last 12 months
  • relative strength for the last 24 months
  • cost of goods sold to operating revenues
  • cash from sales of goods and services to operating revenue
  • standardized unexpected earnings
  • business taxes and surcharges to operating revenues
  • total assets growth rate
  • total assets turnover rate
  • total profit to cost of goods sold and all expenses
  • total profit growth rate
  • assets to enterprise value
  • cash provided by operations to enterprise value
  • cash flow assets ratio minus return on assets
  • growth rate of gross income ratio
  • standardized unexpected gross income
  • change tendency of net profit in the past eight quarters
  • price level during the past 52 weeks
  • volatility of daily turnover
  • skewness of price
  • daily return to turnover value

Technical indicators and trading activity

  • backward adjustment factor for restoration of rights
  • 6-day average true range
  • 10-day bias ratio/bias
  • 20-day bias ratio/bias
  • 5-day bias ratio/bias
  • 60-day bias ratio/bias
  • lower Bollinger Bands
  • upper Bollinger Bands
  • 6-day price rate of change
  • 20-day price rate of change
  • bias convergence divergence(bias)
  • average rate of change
  • price momentum over the last 5 days
  • price momentum over the last 10 days
  • price momentum over the last 20 days
  • 10-day exponential moving average
  • 12-day exponential moving average
  • 120-day exponential moving average
  • 20-day exponential moving average
  • 26-day exponential moving average
  • 5-day exponential moving average
  • 60-day exponential moving average
  • 120-day moving average
  • 20-day moving average
  • 10-day moving average
  • 5-day moving average
  • 60-day moving average
  • absolute price bias moving average
  • psychological line index
  • difference exponential average
  • volume difference, it is used to calculate VMACD
  • directional divergence index
  • mediator in calculating DDI
  • volume moving average convergence and divergence
  • regression coefficient of 10-day moving average, in predicting 12-day moving average
  • regression coefficient of 10-day moving average , in predicting 6-day moving average
  • median of volatility
  • trading volume klinger oscillator
  • difference between 10-day average turnover rate and 120 -day average turnover rate
  • difference between 20-day average turnover rate and 120 -day average turnover rate
  • difference between 5-day average turnover rate and 120 -day average turnover rate
  • 10-day turnover rate
  • 120-day turnover rate
  • 20-day turnover rate
  • 240-day turnover rate
  • 5-day turnover rate
  • 60-day turnover rate
  • volume oscillator, also known as moving average volume factor

Valuation and risk measures

  • net non-operating income and expenditure (TTM)/total profit (TTM)
  • net non-operating income and expenditure/total profit
  • period costs rate
  • diluted ROE
  • ROE(Avg.)
  • ROE(Weighted Avg.)
  • ROE (after cutting dilution, Weighted Avg.)
  • ROIC
  • ROAEBIT
  • ROAEBITTTM(TTM)
  • operating income/total profit
  • operating income/total profit (latest)
  • investment income from associates and joint ventures/total profit
  • investment income from associates and joint ventures/total profit (latest)
  • net profit after deducting non-recurring gains and losses/net profit
  • PE/ net profit attributable to parent company 3-year compound growth rate
  • PE/ net profit attributable to parent company 5-year compound growth rate
  • (PE – industry-average PE)/standard deviation of industry PE
  • (PB -PB industry average)/ standard deviation of industry of PB
  • (PS – PS industry average)/ standard deviation of industry PS
  • (PCF – PCF industry average)/ standard deviation of industry PCF
  • PE/ average PE over the past six months
  • PEHist250
  • Static PE
  • forward PE
  • total owners’ equity attributable to parent
  • net profit attributable to parent company
  • 20-day earnings variance
  • 60-day earnings variance
  • 120-day earnings variance
  • 20-day kurtosis on individual stock returns
  • 60-day kurtosis on individual stock returns
  • 120-day kurtosis on individual stock returns
  • 20-day Jensen’s Alpha
  • 60-day Jensen’s Alpha
  • 120-day Jensen’s Alpha
  • 20-day Beta
  • 60-day Beta
  • 120-day Beta
  • 20-day sharpe ratio
  • 60-day sharpe ratio
  • 120-day sharpe ratio
  • 20-day treynor ratio
  • 60-day treynor ratio
  • 120-day treynor ratio
  • 20-day information ratio
  • 60-day information ratio
  • 120-day information ratio
  • 20-day return variance
  • 60-day return variance
  • 120-day return variance
  • 20-day loss variance
  • 60-day loss variance
  • 120-day loss variance
  • 20-day gain and loss variance ratio
  • 60-day gain and loss variance ratio
  • 120-day gain and loss variance ratio
  • actual volatility (realized volatility)

Financial statement and cash-flow fields

  • total fixed assets
  • interest-free current liabilities
  • non-interest-bearing non-current liabilities
  • interest-bearing current liabilities
  • interest-bearing debt
  • net debt
  • net tangible assets
  • operating capital
  • net working capital
  • total invested capital
  • retained earnings
  • net income from operating activities
  • net change in value
  • net interest expense
  • EBIT
  • EBITDA
  • EBIAT
  • non-recurring gains and losses
  • net profit attributable to owners’ equity
  • free cash flow for the firm
  • free cash flow to equity
  • depreciation and amortization
  • total revenue, TTM
  • total operating cost, TTM
  • total operating revenue, TTM
  • cost of goods sold, TTM
  • gross profit, TTM
  • selling expenses, TTM
  • administrative expense, TTM
  • financial expense, TTM
  • asset impairment loss, TTM
  • net operating profit, TTM
  • net increase and decrease of fair value change, TTM
  • operating profit, TTM
  • non-operating income and expenses
  • total profit, TTM
  • net income, TTM
  • net profit attributable to parent company, TTM
  • cash received from the sale of goods or rendering of services, TTM
  • net cash flow from operating activities, TTM
  • net cash flows from investing activities, TTM
  • net cash flow from financing activities, TTM
  • gross profit
// China / Data subscriptions

Chinese equity and market data

Stock reference data

  • Security lists, trading calendars and historical names
  • Shanghai–Hong Kong and Shenzhen–Hong Kong Stock Connect eligibility
  • Listed-company profiles, management, compensation and incentives
  • New IPOs

Prices and trading activity

  • Daily, weekly and monthly prices; adjusted prices and adjustment factors
  • Suspension information and price limits
  • Daily factors (more than 1,000 in the broader equity-data catalog)
  • Money flow, including both Stock Connect channels

Intraday Level 2

  • Ticks and transactions
  • Orders and order queues

Financial disclosures

  • Cash-flow, profit and balance-sheet factors
  • Earnings forecasts and preliminary earnings
  • Dividends and auditing

Indices and funds

  • Index profiles, daily/weekly prices, constituents, weights and industry data
  • Fund lists, issuing companies, managers and shares
  • Fund NAV, dividends, portfolios, daily prices and intraday ticks

Futures, options and bonds

  • Futures reference data, calendars, daily/tick prices and settlements
  • Futures holding brokers and warehouses
  • Options reference data and daily/tick prices
  • Convertible-bond profiles, issuance and prices

Macro and alternative data

  • Shibor and Shibor quotes; LPR, Libor and Hibor
  • Wenzhou and Guangzhou local rates; GDP
  • Chinese news feeds and CCTV news
  • Global GIS data at various resolutions
// Coverage

US universe

Active and delisted stocks on major US exchanges and OTC: common stocks, preferred stocks and foreign issuers (ADRs & Canadian).

// US methodology

Point-in-time and clean

Time-indexing

Quarterly fundamentals become daily series, stamped at report release date + 2 trading days. Missing release dates use period end + 90 days.

Corporate events

Prices and returns adjust for splits and stock dividends, not cash dividends. No returns after delisting.

Missing data

Market data carries forward from the previous day. A single missing quarter uses the prior quarter; longer gaps are not computed.

Meaningless ratios

Ratios with negative denominators (e.g. P/E on losses) are left blank. Most ratios are TTM; growth factors come quarterly and yearly.

// Factors · 44

US factor list

01beta (1y weekly return) — Fama-French
02beta (3y weekly return) — Fama-French
03market cap — Fama-French
041-year return — Carhart
05book-to-market — Fama-French
06capex to sales
07capex to total assets
08investment growth
09assets growth
10inventory growth
11quick ratio
12current ratio
13inventory changes to assets
14inventories to current assets
15changes in PPE & inventories to assets
16net operating assets to assets
17changes in NOA to assets
18changes in long-term NOA to assets
19operating accruals to assets
20total accruals to assets
21percent operating accruals
22percent total accruals
23net income margin
24gross income margin
25pretax margin
26gross profits to assets
27gross profits to lagged assets
28EBITDA margin
29EBIT margin
30cash flow margin
31cash flow to assets
32cash flow to lagged assets
33return on assets
34return on equity
35return on net operating assets
36operating profits to equity
37operating profits to lagged equity
38operating profits to assets
39operating profits to lagged assets
40cash-based op. profits (assets) to assets
41cash-based op. profits (assets) to lagged assets
42cash-based op. profits (equity) to assets
43cash-based op. profits (equity) to lagged assets
44operating leverage