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STS556 Nitin Kumar et al.
                  small firms in US stood at 7.3 per cent versus 18.5 per cent for larger firms.
                  Likewise, there existed predominance of trade credit amongst bigger firms,
                  with accounts payables to sales ratio being only 4.4 per cent for small firms
                  compared  to  11.6  per  cent  for  larger  firms.  For  firms  operating  in  UK’s
                  manufacturing  sector  over  1993-2003,  Bougheas  et  al.  (2009)  reported
                  account receivables to sales of 17 per cent whereas account payables to sales
                  stood at 10 per cent. Using Euro area firm-level data Casey and O'Toole (2014)
                  found  highest  usage  of  trade  credit  in  Ireland,  a  country  which  has
                  simultaneously  experienced  a  severe  banking  crisis  and  sovereign  debt
                  funding crisis with 75 per cent of firms opting for alternative finance. As per
                  Ghosh (2015), trade credit usage as percentage of total funding was roughly
                  16  per  cent  for  Indian  manufacturing  firms  during  1993–2012.  The  study
                  discusses  empirical  methodology  in  Section  2.  Analysis  and  results  are
                  provided in Section 3 and Section 4 concludes the findings.

                  2.  Methodology
                      The study is based on information of non-government and non-financial
                  public limited companies collated from their annual reports/balance sheets as
                  carried out in Company Finance Division, Reserve Bank of India database on
                  corporate  sector.  The  state-owned  and  financial  sector  firms  have  been
                  excluded  from  analysis  due  to  their  varied  social  objectives  and  separate
                  regulatory structure. Our database is a balanced panel of 979 firms from 2003-
                  04 to 2016-17 i.e. fourteen years annual figures. Account receivables (AR) and
                  account  payables  (AP)  normalized  by  assets  constitute  our  dependent
                  variables.  The  common  set  of  explanatory  variables  are  stock  of  inventory
                  (INV) that is critical parameter that may drive trade credit in either direction
                  and act as collateral to obtain trade credit and has been found to have positive
                  relation  with  accounts  payables  by  Cunat  (2007)  and  negative  effect  on
                  account receivables Bougheas et al. (2009). Size of firm (SIZE) is captured by
                  natural logarithm of real sales, is a proxy for creditworthiness and reputation
                  of a firm (Petersen and Rajan, 1997). Impact of profitability is measured by
                  return on assets (ROA). Leverage is a vital financial indicator measured as debt
                  to asset ratio (DEBT) that captures financial soundness/riskiness of firm. Bank
                  borrowing (BORR) is defined as bank borrowings to total borrowings of a firm.
                  Current assets to total assets (CATA) has been included to measure liquidity.
                  GDP growth rate (GR_RATE), GDP deflator (INF) and weighted average call
                  money  rate  (INT_RATE)  are  taken  as  macroeconomic  indicators  for  macro
                  growth, inflation and interest rate respectively. The lagged dependent variable
                  and  possible  endogeneity  of  regressors  renders  ordinary  least  square
                  estimation  producing  biased  estimates  due  to  correlation  between  lagged
                  dependent variable and errors. So, Generalized Method of Moments (GMM)
                  estimator developed for dynamic panel data, introduced by Arellano and Bond



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