Uploaded by Dr. Maryam Ishaq

Writeup by Shahzaibe (Revised Draft)

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Sample Data and Model Variables
The theoretical relationship established between firm’s performance and its determinants (equation
1 and 2) are empirically tested through yearly observations gathered from public accounts of 51
manufacturing sectors firms of Pakistan, listed on Pakistan Stock Exchange, published in their
annual reports. The data period for subject firms ranges from year 2012 to 2016 and includes
various sectors such as sugar, textile, food, chemical, petroleum, paper and engineering goods.
As discussed under the theoretical framework of this study, there are quite a few proxies
available for the composition of our model regressand i.e., Tobin’s Q. However, keeping in view
the theoretical settings of this paper and comparability with our set of explanatory variables, we
employ following two measures of Tobin’s Q only (i) the first measure takes into account equity
(only) as mode of firm’s capital, and, (ii) the second one takes a more holistic approach by
incorporating both equity and debt as source of firm’s financing.
Based on two different modes of firm’s financing, this paper follows below given two distinct
compositions of Tobin’s Q.
(1)′
𝑄1𝑑 =
π΅π‘œπ‘œπ‘˜ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ π‘‡π‘œπ‘‘π‘Žπ‘™ 𝐴𝑠𝑠𝑒𝑑 + π‘€π‘Žπ‘Ÿπ‘˜π‘’π‘‘ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ πΈπ‘žπ‘’π‘–π‘‘π‘¦ − π΅π‘œπ‘œπ‘˜ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ πΈπ‘žπ‘’π‘–π‘‘π‘¦
π΅π‘œπ‘œπ‘˜ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ π‘‡π‘œπ‘‘π‘Žπ‘™ 𝐴𝑠𝑠𝑒𝑑
For our study, the firm performance (𝑄𝑑 ) is comprised of scale efficiency (𝑅𝑦 ) and cost efficiency
(𝑅𝑐 ). Gross Profit is the yield of net sales minus cost of goods sold. The book value of total asset
is fixed assets less intangible assets. The book value of total equity comprises of total asset less
total liabilities. The market value of equity is calculated through the number of outstanding shares
multiplied by market price. The market price for each share price is taken on yearly average basis
from Khistock website.
On Part of model regressors, two proxies are used each for scale efficiency (𝑅1𝑦𝑑 and
(𝑅2𝑦𝑑 ) and cost efficiency (𝑅1𝑐𝑑 and 𝑅2𝑐𝑑 ). The first measure of scale efficiency (𝑅1𝑦𝑑 ) is the
ratio of firm’s gross profit to the book value of its total assets. Here, gross profit is the yield of net
sales minus cost of goods sold. Replacing the denominator of first measure (i.e., book value of
total assets) with firm’s net sales yields the second measure of scale efficiency (𝑅2𝑦𝑑 ).
(3)
πΊπ‘Ÿπ‘œπ‘ π‘  π‘ƒπ‘Ÿπ‘œπ‘“π‘–π‘‘
𝑅1𝑦𝑑 = π΅π‘œπ‘œπ‘˜ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ π‘‡π‘œπ‘‘π‘Žπ‘™ 𝐴𝑠𝑠𝑒𝑑
,
𝑅2𝑦𝑑 =
πΊπ‘Ÿπ‘œπ‘ π‘  π‘ƒπ‘Ÿπ‘œπ‘“π‘–π‘‘
π‘†π‘Žπ‘™π‘’π‘ 
Talking about the other dimension of firm performance i.e., its cost discipline, its basic measure
(𝑅1𝑐𝑑 ) is represented through the ratio of firm’s operating expenses to the book value of its total
assets. Here, operating expense of firm is mainly the summation of its distributive and
administrative expense. Once again, interchanging the denominator of first measure (i.e., book
value of total assets) with firm’s net sales yields the second measure of (𝑅2𝑐𝑑 ).
(4)
π‘‚π‘π‘’π‘Ÿπ‘Žπ‘‘π‘–π‘›π‘” 𝐸π‘₯𝑝𝑒𝑛𝑠𝑒
𝑅1𝑐𝑑 = π΅π‘œπ‘œπ‘˜ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ π‘‡π‘œπ‘‘π‘Žπ‘™ 𝐴𝑠𝑠𝑒𝑑
, 𝑅2𝑐𝑑 =
π‘‚π‘π‘’π‘Ÿπ‘Žπ‘‘π‘–π‘›π‘” 𝐸π‘₯𝑝𝑒𝑛𝑠𝑒
π‘†π‘Žπ‘™π‘’π‘ 
Model 2:- 𝑄2𝑑 = 𝛼 + 𝛽1 𝐷𝑒𝑏𝑑𝑦𝑑 + πœ€π‘‘
The Firm performance is measured by 𝑄2𝑦𝑑 =
𝐷𝑒𝑏𝑑𝑑 =
π‘€π‘Žπ‘Ÿπ‘˜π‘’π‘‘ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ πΈπ‘žπ‘’π‘–π‘‘π‘¦+𝐷𝑒𝑏𝑑
π΅π‘œπ‘œπ‘˜ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ π‘‡π‘œπ‘‘π‘Žπ‘™ 𝐴𝑠𝑠𝑒𝑑
πΆπ‘’π‘Ÿπ‘Ÿπ‘’π‘›π‘‘ 𝐴𝑠𝑠𝑒𝑑 − πΆπ‘’π‘Ÿπ‘Ÿπ‘’π‘›π‘‘ πΏπ‘–π‘Žπ‘π‘–π‘™π‘–π‘‘π‘–π‘’π‘  + πΏπ‘œπ‘›π‘” π‘‘π‘’π‘Ÿπ‘š πΏπ‘–π‘Žπ‘π‘–π‘™π‘–π‘‘π‘–π‘’π‘ 
π΅π‘œπ‘œπ‘˜ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ π‘‡π‘œπ‘‘π‘Žπ‘™ 𝐴𝑠𝑠𝑒𝑑
π‘€π‘Žπ‘Ÿπ‘˜π‘’π‘‘ π‘‰π‘Žπ‘™π‘’π‘’ π‘œπ‘“ πΈπ‘žπ‘’π‘–π‘‘π‘¦ = π‘π‘’π‘šπ‘π‘’π‘Ÿ π‘œπ‘“ π‘‚π‘’π‘‘π‘ π‘‘π‘Žπ‘›π‘‘π‘–π‘›π‘” π‘ β„Žπ‘Žπ‘Ÿπ‘’π‘  π‘₯ π‘€π‘Žπ‘Ÿπ‘˜π‘’π‘‘ π‘π‘Ÿπ‘–π‘π‘’
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