Do Strategic Orientations and CSR Disclosures Affect Investment Efficiency? Evidence from Textual Analysis in Emerging Markets
Abstract
1. Introduction
2. Literature Review
2.1. Strategic Orientation, Financial Innovation, and Investment Efficiency
2.2. CSR Disclosure, Financial Innovation, and Investment Efficiency
3. Theories and Hypothesis Development
4. Research Design
4.1. Sample and Data
4.2. Dependent Variables: Investment Efficiency
+ β3 NEGi,t−1 × SALES_GROWTHi,t−1 + εi,t
4.3. Independent Variables: Textual Analysis Approach
4.3.1. Measuring Strategic Orientations
4.3.2. CSR Disclosure
4.4. Main Model
5. Results
5.1. Descriptive Statistics
5.2. Main Regression Results
- OPERATION: The results show a consistently statistically significant positive relationship with investment efficiency measures (coefficients between 0.007 and 0.009, p < 0.01). This finding indicates that a greater emphasis on operational efficiency correlates with higher values of the efficiency indices, suggesting lower investment efficiency. Economically, moving from the 25th to the 75th percentile of operational strategy orientation corresponds to increases of 6.42%, 5.39%, and 6.02% in the BIDDLE, CHEN11, and CHEN13 measures of inefficiency (as a percentage of their respective standard deviations). This implies that even moderate increases in operational strategy orientation can lead to economically meaningful reductions in firms’ ability to allocate resources efficiently.
- CUSTOMER: The customer intimacy strategy also demonstrates a statistically significant positive effect on investment efficiency measures (coefficients from 0.002 to 0.003, p < 0.01 to p < 0.05). In economic terms, interquartile changes in CUSTOMER orientation translate into increases of 7.17%, 7.60%, and 4.95% in inefficiency across the three investment efficiency measures. These results highlight that customer-oriented strategies, while potentially valuable for market positioning and stakeholder engagement, can come at the cost of resource allocation discipline—particularly in emerging markets where firms may overextend themselves in pursuit of customer loyalty.
- PRODUCT: This dimension exhibits mixed results across different models, with significant positive effects in some (0.002 to 0.007, p < 0.05 or p < 0.1), others are not statistically significant. When significant, the economic magnitudes11 are notable: interquartile movements in PRODUCT orientation correspond to increases of 21.83%, 6.60%, and 3.23% in inefficiency for BIDDLE, CHEN11, and CHEN13, respectively. This suggests that while product innovation is often regarded as a growth-enhancing strategy, it may also lead to considerable inefficiencies in capital allocation when not carefully managed.
- CSRDISC: The results highlight a robust positive and significant relationship between CSR disclosure and investment inefficiency (coefficients between 0.004 and 0.007, p < 0.05 or p < 0.01). Beyond statistical significance, the economic effects are substantial: interquartile changes in CSR disclosure intensity are associated with increases of 9.37%, 15.20%, and 17.30% in the three investment inefficiency metrics. These findings reinforce the interpretation that while CSR disclosure enhances transparency and legitimacy, it may also divert managerial attention or signal costly trade-offs in resource allocation, leading to inefficiency.
5.3. Sensitivity and Robustness Analyses (Untabulated)
5.3.1. Firm Fixed Effects and Alternative Measurement Approaches
5.3.2. Robustness Checks for Dictionary-Based Content Analysis
5.3.3. Robustness to Directional Effects in Investment Inefficiency
5.3.4. Placebo, Alternative Dictionary, and Falsification Tests
5.3.5. Additional Robustness Checks: Industry and Macroeconomic Contexts
5.4. Addressing Endogeneity
5.5. Exploring Curvilinear Relationships Between Strategic Orientation and Investment Efficiency
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Strategic Orientations Bag-of-Words
Differentiation Strategy: differentiate, differentiation, differentiating, unique, uniquely, uniqueness, superior, superiority, superiors, premium, premiums, high price, high prices, high margin, high margins, high end, high-end products, inelasticity, excellent, excellence, leading edge, upscale, upscaled Product: innovate, innovates, innovating, innovation, innovations, creative, creativity, creatively, research and development, R&D, technical, technician, techniques, technology, technologies, technological, technologically, patent, patents, patented, proprietary, new product, new products Quality Management: quality, qualities, reliable, reliability, reliably, durable, durability Market: marketing, marketer, marketers, advertise, advertising, advertisement, advertisements, advertiser, advertisers, brand, brands, branded, branding, reputation, reputations, reputable, trademark, trademarks, trademarked Customer: customer service, customers’ service, consumer service, consumers’ service, customer needs, sales support, sales support team, post-purchase service, post-purchase services, customer preferences, consumer preferences, consumer relations, consumer relationship, consumer experiences, consumer experienced, consumer support, loyalty, loyal, customize, customized, customization, tailor, tailored, tailoring, personalize, personalized, personalization, responsive, responsiveness, on time, timely Human Resource: talent, talents, talented, train, trains, trained, training, trainer, trainers, skill, skills, skilled, skillful, intellectual, intellectuals, intellectually, property, properties, human capital Cost Strategy: cost leader, cost leaders, cost leadership, low price, low prices, low cost, lower cost, lowest cost, cost advantage, cost advantages, competitive price, competitive prices, aggressive price, aggressive pricing Cost Control: control cost, controls cost, controlling cost, cost control, control expense, controls expenses, controlling expenses, expense control, control overhead, controls overhead, controlling overhead, overhead control, minimize cost, minimizes cost, minimizing cost, cost minimization, minimize expense, minimizes expenses, minimizing expenses, expense minimization, minimize overhead, minimizes overhead, minimizing overhead, overhead minimization, reduce cost, reduces cost, reducing cost, cost reduction, reduce expense, reduces expenses, reducing expenses, expense reduction, reduce overhead, reduces overhead, reducing overhead, overhead reduction, cut cost, cuts cost, cutting cost, cut expense, cuts expenses, cutting expenses, cut overhead, cuts overhead, cutting overhead, decrease cost, decreases cost, decreasing cost, decrease expense, decreases expenses, decreasing expenses, decrease overhead, decreases overhead, decreasing overhead, monitor cost, monitors cost, monitoring cost, monitor expense, monitors expenses, monitoring expenses, monitor overhead, monitors overhead, monitoring overhead, save cost, saves cost, saving cost, cost saving, save expense, saves expenses, saving expenses, expense saving, save overhead, saves overhead, saving overhead, overhead saving, improve cost, improves cost, improving cost, cost improvement, cost control, cost controls, cost improvement, cost improvements, cost minimization, cost minimizations, cost reduction, cost reductions, cost saving, cost savings, expense control, expense controls, expense improvement, expense improvements, expense minimization, expense minimizations, expense reduction, expense reductions, expense saving, expense savings, overhead control, overhead controls, overhead improvement, overhead improvements, overhead minimization, overhead minimizations, overhead reduction, overhead reductions, overhead saving, overhead savings Operating Efficiency: efficient, efficiency, efficiencies, high yield, high yields, process improvement, process improvements, asset utilization, assets utilization, capacity utilization, capacities utilization Scale Economy: scope, scopes, scoped, scoping, scale, scales, scaled, scaling, breadth, breadths, broad, broader, broadest, mass, masses, high volume, high volumes, large volume, large volumes, economy of scale, economies of scale Source(s): Banker et al. (2024). The original Banker et al. (2024) bag-of-words includes only the star keywords (root forms). In this study, we extended those roots into their full English word families and then translated and adapted them into Persian for use in the bag-of-words approach. The full Persian bag-of-words lists are available upon request. |
Appendix B. CSR Bag-of-Words Dictionary
CSR_Diversity: accessibility, affirmative action, age diversity, cultural diversity, disability inclusion, diverse workforce, diversity, diversity training, empowerment, equal opportunity, equal pay, equal rights, equal treatment, equity, ethnic diversity, fairness, gender diversity, gender equality, inclusion, inclusive culture, inclusive hiring, marginalized groups, minority, non-discrimination, nondiscriminatory, pay equity, racial diversity, representation, respect for diversity, sexual orientation, underrepresented groups, women empowerment, workforce representation, workplace equality, workplace inclusion CSR_Community: capacity building, charity, civic engagement, community, community development, community investment, community involvement, corporate citizenship, disaster relief, donation, educational support, engagement, fundraising, giving back, grants, health initiatives, humanitarian aid, local communities, local development, local support, neighborhood development, non-profit partnerships, outreach, partnership, philanthropy, public good, rural development, social cohesion, social impact, social projects, social responsibility, social welfare, sponsorship, stakeholder engagement, support, volunteer, volunteering programs CSR_Product: after-sales service, certification, compliance, consumer protection, consumer trust, customer feedback, customer loyalty, customer satisfaction, customer service, eco-labeling, ethical labeling, ethical sourcing, fair pricing, fair trade, innovation, labeling, marketing ethics, nutritional labeling, product information, product innovation, product quality, product recall, product responsibility, product safety, product stewardship, product testing, product transparency, quality, quality assurance, responsibility, responsible marketing, responsible product, safety, safety standards, standards compliance, sustainable product, transparency, truth in advertising, warranty CSR_Employee: benefits, capacity building, career development, career growth, compensation, development, diversity training, employee development, employee empowerment, employee engagement, employee motivation, employee relations, employee satisfaction, employee turnover, employee voice, employee welfare, equal pay, grievance mechanisms, health and safety, human capital development, job security, learning opportunities, occupational health, participation, performance appraisal, professional development, retention, safety training, skills, staff participation, talent management, training, wages, wellbeing, wellness programs, workforce planning, workforce training, work-life balance, workplace culture, workplace wellness CSR_Environment: afforestation, air emissions, biodiversity, carbon footprint, clean energy, climate change, climate risk, CO2, conservation, deforestation, eco-efficiency, ecological balance, ecosystem, emission, endangered species, energy efficiency, energy saving, environmental footprint, environmental impact, environmental protection, environmental responsibility, environmental stewardship, fossil fuel, GHG emissions, global warming, greenhouse gas, hazardous waste, landfill, methane, natural resources, pollution, reforestation, renewable, renewable energy, resource use, soil contamination, solar energy, sustainability, sustainable development, waste, waste recycling, waste reduction, wastewater, water efficiency, water management, water pollution, water saving, wildlife protection, wind energy Source(s): (Clarkson et al., 2020; Ferjančič et al., 2024; Gorovaia & Makrominas, 2025; Muslu et al., 2019; Raghupathi et al., 2023; Michelon et al., 2015). |
Appendix C. Variables Definition
Dependent Variables | |
BIDDLE | =The absolute value of the residuals from the regression of total investment on sales growth, following Biddle et al. (2009). This measure reflects the deviation from the predicted level of investment, serving as a proxy for firm investment efficiency. A lower value indicates higher investment efficiency. |
CHEN11 | =The absolute value of the residuals from the regression model incorporating an interaction between negative sales growth indicator and sales growth, following F. Chen et al. (2011). This variable measures deviations from the optimal level of investment, with a lower value suggesting higher investment efficiency. |
CHEN13 | =The absolute value of the residuals from the regression of total investment on Tobin’s Q and sales growth, according to C. Chen et al. (2013). This measure captures the discrepancy between actual and optimal investment levels, with a lower value indicating higher investment efficiency. |
Independent Variables | |
OPERATION | =The sum of keywords related to Cost Strategy, Cost Control, and Operational Efficiency in MD&A disclosures. This variable quantifies the emphasis a firm places on operational efficiency as part of its strategic orientation. Higher scores indicate a stronger strategic focus on operational efficiency. |
CUSTOMER | =The sum of keywords associated with Market, Differentiation Strategy, Customer, and Scale Economy in MD&A texts. This measure assesses the degree to which a firm prioritizes customer intimacy in its strategic positioning. Higher scores suggest a greater emphasis on customer-centric strategies. |
PRODUCT | =The sum of keywords linked to Human Resource, Product, and Quality Management within MD&A disclosures. This variable captures the extent of a firm’s commitment to product leadership as a strategic direction. Elevated scores denote a pronounced strategic focus on product innovation and quality management. |
CSRDSCL | =The total number of CSR-related keywords disclosed in MD&A disclosures. This variable reflects the extent of a firm’s commitment to corporate social responsibility practices. Higher scores denote a stronger emphasis on non-financial reporting, transparency, and governance compliance through CSR disclosure. |
Control Variables | |
HHI | =Herfindahl–Hirschman Index computed as the sum of squared market share of firms, based on the assets of the firm, in each industry, then multiply by −1. |
LEVERAGE | =Ratio of total liabilities to total assets |
SIZE | =Natural logarithm of total assets |
INSTOWN | =The percentage of the company’s shares owned by institutional owners |
BDINDEP | =The percentage of independent directors on the board of directors |
BDMEET | =Natural logarithm of number annual board meetings |
CEOTEN | =The number of years a CEO remained in the current position |
AGE | =The natural log of the number of years since the firm was listed in the stock market |
AQ | =Following Dechow and Dichev (2002), accrual quality is estimated from the regression of working capital accruals on past, present, and future cash flows. The measure is defined as –1 × |residuals|, such that higher values indicate better accrual quality (i.e., stronger mapping of accruals into cash flows and fewer estimation errors). |
MB | =Market-to-book ratio calculated as the market value of the firm divided by its book value |
INVREC | =The sum of inventory and accounts receivable divided by total assets |
FINANCING | =An indicator variable that equals one if the sum of new long-term debt plus new equity exceeds 2 percent of lagged total assets |
STDSALE | =5-year standard deviation of total sales scaled by lagged total assets |
STDOCF | =5-year standard deviation of operational cashflow scaled by lagged total assets |
ROA | =Operating income divided by total assets. |
OPRISK | =Proxy for the risk of operations, equal to the standard deviation, over the last four fiscal years of the yearly change in operating income scaled by total assets at the beginning of the period. |
TOTRISK | =Proxy for total risk, defined by the standard deviation over the last four fiscal years of the return on the market value of the firm. |
LNPAGE | =Natural logarithm of the number of document pages. |
LNWORDS | =Natural logarithm of the total number of words in a document. |
FOG | =−1 × [0.4 × (number of words/number of sentences + 100 × (number of words with more than two syllables/number of words))] |
TONE | =(Positive words − Negative words)/(Positive words + Negative words) |
1 | In the strategic management literature, the terms business strategy and strategic orientations are sometimes used interchangeably (e.g., Hambrick, 1983; Treacy & Wiersema, 1995; Banker et al., 2024). In this study, we use the term strategic orientations to more precisely describe the independent variables that capture firms’ dominant strategic focus. |
2 | CODAL hosts the full suite of audited annual financial statements (balance sheets, income statements, cash flows, and notes), MD&A reports, board reports, auditor’s opinions, and accompanying governance/disclosure documents. Filings are time-stamped, uniquely identified by issuer and fiscal year, and amendments are versioned—features that reduce survivorship and timing biases and allow precise matching of narratives to the corresponding accounting year. |
3 | The choice of CODAL as the data source reflects its role as the official and centralized reporting platform mandated by the Securities and Exchange Organization of Iran. Unlike alternative sources such as voluntary corporate websites, CODAL ensures standardized, complete, and regulator-verified disclosures, thereby minimizing reporting bias. The chosen 2015–2024 horizon covers both stable and turbulent economic periods in Iran, making the sample particularly suitable for examining how strategic orientation and CSR disclosure relate to investment efficiency under varying macroeconomic conditions. |
4 | For the processing of Persian text, the Hazm library was utilized due to the constraints in the NLTK Python package for the Persian language. This library carries out tasks such as text cleaning, tokenizing, lemmatizing, POS tagging, shallow parsing, and dependency parsing. It provides interfaces for Persian corpora and is compatible with NLTK (https://pypi.org/project/hazm/ and https://github.com/roshan-research/hazm, accessed on 2 March 2024). |
5 | The Dehkhoda Dictionary, the most comprehensive Persian encyclopedic dictionary ever published, consisting of 200 volumes (https://en.wikipedia.org/wiki/Dehkhoda_Dictionary, accessed on 2 March 2024), and the Mo’in Encyclopedic Dictionary, the second largest Persian language encyclopedic dictionary curated by Mohammad Mo’in (https://en.wikipedia.org/wiki/Moin_Encyclopedic_Dictionary, accessed on 2 March 2024), were used for translating the key terminologies. |
6 | The English strategy keywords from Banker et al. (2024) were translated into Persian through an iterative process involving two bilingual domain experts. Terms were cross-checked to ensure that idiomatic meanings and firm-specific jargon were preserved. For example, “operational excellence” was translated as “برتری عملیاتی,” which conveys both efficiency and process quality, while “customer focus” was translated as “تمرکز بر مشتری” to capture the intended strategic emphasis. We also screened for culturally specific strategy terms used in Iranian corporate disclosures (e.g., “کیفیت برتر” for “superior quality”) and found no need to expand the original list beyond minimal context-specific adjustments. The frequency distribution of the final Persian keywords, consistent with the expected emphasis patterns, is available upon request. |
7 | The CSR dictionary used to construct CSRDSCL consists of 200 words in English. To account for linguistic and contextual differences, we extended and validated the list in Persian, which resulted in 286 words. |
8 | Persian business discourse often uses multiple expressions for the same concept (e.g., “environment” may appear as محیط زیست or زیستمحیطی). To minimize the risk of under-detection, synonyms, morphological variants, and context-specific terms were systematically added to the dictionaries. This step increases coverage and reduces the likelihood of missing relevant disclosure content due to linguistic variation. |
9 | To ensure that our findings are not sensitive to measurement choices or methodological assumptions, we complement the baseline model with an extensive set of robustness checks, including firm fixed effects, alternative textual measures, placebo and falsification tests, and endogeneity adjustments. Details of these analyses are presented in Section 5.3. |
10 | In the current analysis, we employ industry fixed effects to control for industry-specific influences on investment efficiency and strategic orientations. This choice is driven by our focus on capturing industry-wide patterns and differences in strategic execution among firms within the same industry, without overfitting the model with firm-specific effects which could obscure meaningful interpretation of strategic impacts. We acknowledge the potential benefits of firm fixed effects in controlling for unobservable firm characteristics. However, for the purpose of this study, industry fixed effects are deemed more appropriate for examining the nuances of strategic orientations across a diverse set of industries and maintaining sufficient variability for robust analysis. |
11 | Following the methodology adapted from Mitton (2024), we calculate economic significance using the formula = where b is the regression coefficient for each strategic variable (OPERATION, CUSTOMER, PRODUCT), p75 and p25 are the 75th and 25th percentiles of the respective strategic variable, and sy is the standard deviation of each dependent variable (BIDDLE, CHEN11, CHEN13). This measure captures the effect of a typical interquartile change in strategic orientation on investment efficiency, expressed relative to the natural variability of the outcome. The results show that strategic orientations and CSR disclosure exert economically significant impacts on firms’ investment efficiency. |
12 | While Banker et al. (2024) include all three strategic pillars—operational efficiency, customer intimacy, and product innovation—in the same regression specification, our main analyses estimate their effects separately to avoid potential multicollinearity and overfitting concerns in our relatively smaller sample. This choice also reflects our interest in isolating the marginal association of each strategic orientation with investment efficiency, given that the pillars, although conceptually distinct, are moderately correlated in our data. Nonetheless, in untabulated robustness checks following Banker et al. (2024), we re-estimate our models including all three pillars simultaneously and find that the signs and significance levels of our main coefficients remain qualitatively similar, indicating that our separate estimation approach does not materially alter the inferences. |
13 | In addition, to mitigate potential reverse causality—where poor investment efficiency could prompt a shift in strategic rhetoric—we re-estimated models using lagged independent variables, measuring strategic orientation in year t–1 to predict investment efficiency in year t. This temporal separation reduces simultaneity concerns and ensures that strategy emphasis precedes the investment outcome; results remained qualitatively similar to the baseline. Furthermore, to address endogeneity from omitted time-varying confounders, we estimated first-difference models, focusing purely on within-firm year-to-year changes. This yielded consistent directional results, though with reduced statistical power due to differencing. |
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Data Collection Summary | Count |
---|---|
Initial Firm-Year Observations | 3230 |
Excluded (Financial & Utility Sectors) | (832) |
Excluded (Fiscal Year Adjustments) | (302) |
Excluded (Missing Crucial Data) | (440) |
Subtotal After Exclusions | 1656 |
Excluded (Corrupted PDF Files) | (62) |
Final Sample Size | 1594 |
Variables | Mean | Std. Dev. | Q1 | Median | Q3 |
---|---|---|---|---|---|
BIDDLE | 0.599 | 0.981 | 0.112 | 0.303 | 0.656 |
CHEN11 | 0.517 | 0.908 | 0.069 | 0.215 | 0.547 |
CHEN13 | 0.575 | 0.930 | 0.104 | 0.278 | 0.642 |
OPERATION | 60.614 | 6.881 | 56.000 | 60.000 | 63.000 |
CUSTOMER | 27.625 | 21.683 | 13.000 | 22.000 | 36.000 |
PRODUCT | 37.628 | 28.456 | 19.000 | 30.000 | 49.000 |
CSRDISC | 25.095 | 21.386 | 10.000 | 20.000 | 33.000 |
HHI | 0.678 | 0.422 | 0.182 | 1.000 | 1.000 |
LEVERAGE | 0.582 | 0.234 | 0.431 | 0.578 | 0.723 |
SIZE | 14.521 | 1.640 | 13.466 | 14.267 | 15.348 |
INSTOWN | 0.589 | 0.319 | 0.377 | 0.700 | 0.850 |
BDINDEP | 0.664 | 0.186 | 0.600 | 0.600 | 0.800 |
BDMEET | 2.694 | 0.321 | 2.485 | 2.485 | 2.833 |
CEOTEN | 3.659 | 3.362 | 1.000 | 2.000 | 5.000 |
AGE | 3.589 | 0.388 | 3.332 | 3.689 | 3.912 |
AQ | −0.498 | 0.385 | −0.570 | −0.436 | −0.319 |
MB | 4.278 | 4.981 | 1.628 | 2.578 | 4.697 |
INVREC | 0.519 | 0.500 | 0.000 | 1.000 | 1.000 |
FINANCING | 0.506 | 0.191 | 0.369 | 0.495 | 0.652 |
STDSALE | 0.306 | 0.267 | 0.135 | 0.225 | 0.378 |
STDOCF | 0.094 | 0.068 | 0.050 | 0.076 | 0.120 |
ROA | 0.151 | 0.148 | 0.059 | 0.128 | 0.235 |
OPRISK | 2.541 | 0.140 | 2.456 | 2.529 | 2.627 |
TOTRISK | 0.311 | 0.298 | 0.135 | 0.225 | 0.378 |
LNPAGES | 3.721 | 0.529 | 3.332 | 3.714 | 4.094 |
LNWORDS | 8.964 | 0.558 | 8.566 | 8.980 | 9.362 |
FOG | 15.390 | 3.602 | 12.741 | 15.202 | 18.148 |
TONE | 0.378 | 0.125 | 0.337 | 0.395 | 0.441 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) |
(1) BIDDLE | 1 | |||||||||||||
(2) CHEN11 | 0.876 | 1 | ||||||||||||
(3) CHEN13 | 0.938 | 0.864 | 1 | |||||||||||
(4) OPERATION | 0.083 | 0.108 | 0.094 | 1 | ||||||||||
(5) CUSTOMER | 0.040 | 0.050 | 0.041 | 0.563 | 1 | |||||||||
(6) PRODUCT | 0.022 | 0.041 | 0.017 | 0.561 | 0.804 | 1 | ||||||||
(7) CSRDISC | 0.050 | 0.078 | 0.057 | 0.383 | 0.362 | 0.354 | 1 | |||||||
(8) HHI | −0.039 | −0.065 | −0.047 | −0.118 | −0.124 | −0.141 | −0.162 | 1 | ||||||
(9) LEVERAGE | 0.068 | 0.088 | 0.075 | 0.218 | 0.151 | 0.108 | 0.199 | −0.116 | 1 | |||||
(10) SIZE | −0.015 | 0.008 | −0.018 | 0.189 | 0.381 | 0.297 | 0.276 | 0.004 | −0.004 | 1 | ||||
(11) INSTOWN | −0.024 | −0.010 | −0.023 | 0.155 | 0.219 | 0.200 | 0.173 | −0.097 | 0.155 | 0.198 | 1 | |||
(12) BDINDEP | −0.036 | −0.047 | −0.054 | −0.136 | −0.146 | −0.152 | −0.205 | 0.112 | −0.225 | −0.078 | −0.030 | 1 | ||
(13) BDMEET | −0.018 | −0.014 | −0.032 | 0.035 | 0.167 | 0.122 | 0.072 | −0.008 | −0.072 | 0.423 | 0.154 | 0.031 | 1 | |
(14) CEOTEN | −0.043 | −0.050 | −0.042 | −0.077 | −0.021 | −0.026 | −0.014 | 0.094 | −0.169 | −0.085 | −0.152 | −0.040 | −0.064 | 1 |
(15) AGE | 0.035 | 0.030 | 0.038 | 0.070 | 0.070 | 0.052 | 0.103 | −0.020 | 0.025 | 0.052 | −0.200 | −0.106 | −0.017 | 0.021 |
(16) AQ | −0.015 | 0.006 | −0.017 | 0.027 | 0.019 | 0.043 | −0.001 | 0.001 | −0.050 | −0.002 | 0.029 | 0.032 | −0.007 | −0.035 |
(17) MB | −0.014 | −0.005 | −0.018 | 0.009 | −0.044 | −0.004 | 0.005 | 0.029 | −0.037 | 0.006 | −0.049 | −0.027 | −0.029 | −0.034 |
(18) INVREC | −0.090 | −0.110 | −0.103 | 0.025 | 0.175 | 0.120 | 0.085 | −0.076 | −0.175 | 0.207 | −0.010 | 0.033 | 0.066 | 0.095 |
(19) FINANCING | −0.103 | −0.095 | −0.094 | −0.071 | 0.006 | 0.022 | 0.040 | −0.110 | 0.195 | −0.175 | −0.071 | −0.136 | −0.174 | 0.052 |
(20) STDSALE | 0.037 | 0.045 | 0.029 | 0.020 | 0.002 | 0.015 | 0.047 | 0.03 | −0.014 | 0.119 | 0.014 | −0.064 | 0.094 | −0.014 |
(21) STDOCF | 0.051 | 0.053 | 0.039 | −0.046 | −0.034 | −0.023 | −0.018 | 0.034 | −0.076 | 0.032 | 0.003 | −0.009 | 0.058 | 0.001 |
(22) ROA | −0.133 | −0.133 | −0.135 | −0.132 | −0.024 | 0.034 | −0.017 | 0.031 | −0.370 | 0.217 | 0.079 | 0.096 | 0.138 | 0.112 |
(23) OPRISK | 0.001 | 0.024 | −0.003 | 0.151 | 0.349 | 0.288 | 0.261 | 0.004 | −0.025 | 0.346 | 0.146 | −0.078 | 0.382 | −0.050 |
(24) TOTRISK | 0.042 | 0.050 | 0.023 | 0.017 | 0.005 | 0.017 | 0.042 | 0.030 | −0.021 | 0.124 | 0.015 | −0.047 | 0.095 | −0.018 |
(25) LNPAGES | −0.002 | 0.023 | −0.006 | 0.490 | 0.428 | 0.449 | 0.387 | −0.094 | 0.117 | 0.421 | 0.265 | −0.073 | 0.194 | −0.137 |
(26) LNWORDS | 0.008 | 0.033 | 0.001 | 0.430 | 0.438 | 0.460 | 0.306 | −0.082 | 0.062 | 0.438 | 0.299 | −0.066 | 0.244 | −0.098 |
(27) FOG | 0.018 | 0.023 | 0.022 | −0.095 | −0.150 | −0.123 | −0.151 | −0.023 | −0.012 | −0.122 | −0.170 | −0.014 | −0.113 | −0.049 |
(28) TONE | 0.017 | 0.004 | 0.004 | 0.100 | 0.157 | 0.189 | 0.168 | 0.014 | 0.011 | 0.011 | 0.006 | −0.019 | −0.050 | 0.056 |
Variables | (15) | (16) | (17) | (18) | (19) | (20) | (21) | (22) | (23) | (24) | (25) | (26) | (27) | (28) |
(15) AGE | 1 | |||||||||||||
(16) AQ | −0.041 | 1 | ||||||||||||
(17) MB | 0.111 | 0.026 | 1 | |||||||||||
(18) INVREC | 0.027 | −0.009 | −0.070 | 1 | ||||||||||
(19) FINANCING | 0.086 | 0.001 | 0.043 | −0.197 | 1 | |||||||||
(20) STDSALE | −0.025 | −0.014 | 0.256 | −0.139 | 0.046 | 1 | ||||||||
(21) STDOCF | −0.009 | 0.065 | 0.172 | 0.021 | −0.115 | 0.277 | 1 | |||||||
(22) ROA | −0.04 | 0.040 | 0.163 | 0.063 | 0.028 | 0.265 | 0.245 | 1 | ||||||
(23) OPRISK | 0.076 | 0.012 | 0.061 | 0.176 | −0.158 | 0.180 | 0.080 | 0.244 | 1 | |||||
(24) TOTRISK | −0.035 | −0.014 | 0.253 | −0.122 | 0.042 | 0.376 | 0.293 | 0.257 | 0.179 | 1 | ||||
(25) LNPAGES | −0.051 | 0.057 | −0.078 | 0.125 | −0.054 | −0.071 | −0.090 | 0.032 | 0.363 | −0.072 | 1 | |||
(26) LNWORDS | −0.032 | 0.044 | −0.061 | 0.153 | −0.099 | −0.025 | −0.045 | 0.081 | 0.382 | −0.025 | 0.367 | 1 | ||
(27) FOG | 0.021 | −0.030 | −0.016 | −0.113 | 0.044 | 0.037 | −0.036 | −0.061 | −0.113 | 0.036 | −0.060 | −0.192 | 1 | |
(28) TONE | 0.045 | −0.017 | 0.050 | 0.059 | −0.012 | −0.038 | −0.012 | 0.029 | 0.039 | −0.035 | −0.001 | 0.078 | −0.168 | 1 |
Variables | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
OPERATION | 0.009 *** | 0.007 *** | 0.008 ** | |||||||||
(0.003) | (0.002) | (0.004) | ||||||||||
CUSTOMER | 0.003 *** | 0.003 *** | 0.002 ** | |||||||||
(0.001) | (0.001) | (0.001) | ||||||||||
PRODUCT | 0.007 * | 0.002 ** | 0.001 | |||||||||
(0.004) | (0.001) | (0.001) | ||||||||||
CSRDISC | 0.004 ** | 0.006 *** | 0.007 *** | |||||||||
(0.002) | (0.002) | (0.002) | ||||||||||
HHI | −0.057 | −0.061 | −0.038 | −0.058 | −0.063 | −0.038 | −0.062 | −0.065 | −0.044 | −0.058 | −0.061 | −0.039 |
(0.062) | (0.057) | (0.059) | (0.063) | (0.057) | (0.059) | (0.063) | (0.057) | (0.059) | (0.063) | (0.057) | (0.059) | |
LEVERAGE | −0.133 | −0.073 | −0.165 | −0.117 | −0.055 | −0.145 | −0.113 | −0.054 | −0.141 | −0.121 | −0.063 | −0.151 |
(0.146) | (0.134) | (0.137) | (0.146) | (0.133) | (0.137) | (0.146) | (0.133) | (0.137) | (0.146) | (0.133) | (0.137) | |
SIZE | −0.072 | −0.058 | −0.041 | −0.074 | −0.060 | −0.044 | −0.073 | −0.058 | −0.041 | −0.070 | −0.056 | −0.038 |
(0.055) | (0.050) | (0.051) | (0.055) | (0.050) | (0.052) | (0.055) | (0.050) | (0.052) | (0.055) | (0.050) | (0.052) | |
INSTOWN | −0.067 | −0.072 | −0.064 | −0.068 | −0.072 | −0.065 | −0.065 | −0.070 | −0.061 | −0.065 | −0.070 | −0.061 |
(0.092) | (0.084) | (0.086) | (0.092) | (0.084) | (0.086) | (0.092) | (0.084) | (0.086) | (0.092) | (0.084) | (0.086) | |
BDINDEP | 0.092 | 0.049 | 0.049 | 0.092 | 0.049 | 0.049 | 0.090 | 0.050 | 0.047 | 0.098 | 0.058 | 0.057 |
(0.141) | (0.129) | (0.133) | (0.141) | (0.129) | (0.133) | (0.142) | (0.129) | (0.133) | (0.142) | (0.129) | (0.133) | |
BDMEET | 0.002 | 0.036 | −0.007 | −0.005 | 0.028 | −0.016 | −0.008 | 0.027 | −0.019 | −0.003 | 0.032 | −0.013 |
(0.091) | (0.083) | (0.085) | (0.091) | (0.083) | (0.085) | (0.091) | (0.083) | (0.085) | (0.091) | (0.083) | (0.085) | |
CEOTEN | −0.002 | −0.001 | −0.002 | −0.002 | −0.001 | −0.002 | −0.001 | −0.001 | −0.001 | −0.002 | −0.002 | −0.002 |
(0.008) | (0.007) | (0.007) | (0.008) | (0.007) | (0.007) | (0.008) | (0.007) | (0.007) | (0.008) | (0.007) | (0.007) | |
AGE | 0.052 | 0.024 | 0.024 | 0.059 | 0.033 | 0.033 | 0.063 | 0.034 | 0.037 | 0.056 | 0.026 | 0.028 |
(0.072) | (0.066) | (0.068) | (0.072) | (0.066) | (0.068) | (0.072) | (0.066) | (0.068) | (0.072) | (0.066) | (0.068) | |
AQ | −0.053 | −0.009 | −0.049 | −0.052 | −0.007 | −0.047 | −0.050 | −0.007 | −0.046 | −0.050 | −0.005 | −0.045 |
(0.064) | (0.058) | (0.060) | (0.064) | (0.058) | (0.060) | (0.064) | (0.058) | (0.060) | (0.064) | (0.058) | (0.060) | |
MB | −0.015 ** | −0.015 ** | −0.017 *** | −0.015 ** | −0.015 ** | −0.018 *** | −0.015 ** | −0.015 ** | −0.017 *** | −0.015 ** | −0.016 ** | −0.018 *** |
(0.007) | (0.006) | (0.006) | (0.007) | (0.006) | (0.006) | (0.007) | (0.006) | (0.006) | (0.007) | (0.006) | (0.006) | |
INVREC | −0.240 *** | −0.270 *** | −0.253 *** | −0.246 *** | −0.275 *** | −0.261 *** | −0.240 *** | −0.272 *** | −0.254 *** | −0.243 *** | −0.274 *** | −0.257 *** |
(0.055) | (0.050) | (0.051) | (0.055) | (0.050) | (0.052) | (0.055) | (0.050) | (0.051) | (0.055) | (0.050) | (0.051) | |
FINANCING | −0.639 *** | −0.562 *** | −0.622 *** | −0.662 *** | −0.584 *** | −0.650 *** | −0.657 *** | −0.582 *** | −0.645 *** | −0.664 *** | −0.591 *** | −0.654 *** |
(0.175) | (0.160) | (0.165) | (0.175) | (0.160) | (0.164) | (0.175) | (0.160) | (0.164) | (0.175) | (0.160) | (0.164) | |
STDSALE | −0.441 | −0.543 | 0.274 | −0.426 | −0.533 | 0.295 | −0.446 | −0.543 | 0.271 | −0.442 | −0.544 | 0.273 |
(0.423) | (0.387) | (0.398) | (0.424) | (0.388) | (0.398) | (0.424) | (0.387) | (0.398) | (0.424) | (0.387) | (0.398) | |
STDOCF | 0.869 ** | 0.745 ** | 0.809 ** | 0.858 ** | 0.737 ** | 0.795 ** | 0.867 ** | 0.742 ** | 0.807 ** | 0.858 ** | 0.730 ** | 0.794 ** |
(0.397) | (0.363) | (0.373) | (0.397) | (0.363) | (0.373) | (0.397) | (0.363) | (0.373) | (0.397) | (0.363) | (0.374) | |
ROA | −1.165 *** | −1.090 *** | −1.125 *** | −1.161 *** | −1.090 *** | −1.117 *** | −1.175 *** | −1.100 *** | −1.137 *** | −1.173 *** | −1.097 *** | −1.133 *** |
(0.253) | (0.231) | (0.238) | (0.254) | (0.232) | (0.239) | (0.253) | (0.232) | (0.238) | (0.253) | (0.232) | (0.238) | |
OPRISK | 1.055 * | 0.976 * | 0.717 | 1.037 | 0.953 * | 0.697 | 1.035 | 0.945 | 0.687 | 1.009 | 0.921 | 0.657 |
(0.631) | (0.577) | (0.593) | (0.631) | (0.577) | (0.593) | (0.632) | (0.577) | (0.594) | (0.632) | (0.577) | (0.594) | |
TOTRISK | 0.579 | 0.642 * | −0.147 | 0.574 | 0.642 * | −0.155 | 0.590 | 0.649 * | −0.135 | 0.585 | 0.648 * | −0.140 |
(0.374) | (0.342) | (0.351) | (0.374) | (0.342) | (0.352) | (0.374) | (0.342) | (0.352) | (0.374) | (0.342) | (0.352) | |
LNPAGES | −0.052 | −0.066 | −0.052 | −0.041 | −0.055 | −0.037 | −0.044 | −0.056 | −0.041 | −0.039 | −0.051 | −0.035 |
(0.101) | (0.092) | (0.095) | (0.101) | (0.092) | (0.095) | (0.101) | (0.092) | (0.095) | (0.101) | (0.092) | (0.095) | |
LNWORDS | 0.089 | 0.118 | 0.052 | 0.080 | 0.124 | 0.035 | 0.138 | 0.147 | 0.102 | 0.089 | 0.104 | 0.044 |
(0.099) | (0.090) | (0.093) | (0.110) | (0.100) | (0.103) | (0.113) | (0.104) | (0.106) | (0.111) | (0.101) | (0.104) | |
FOG | −0.002 | −0.003 | −0.005 | −0.003 | −0.004 | −0.006 | −0.003 | −0.004 | −0.006 | −0.002 | −0.003 | −0.005 |
(0.007) | (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | (0.007) | |
TONE | 0.122 | 0.045 | 0.028 | 0.129 | 0.058 | 0.034 | 0.157 | 0.068 | 0.065 | 0.132 | 0.048 | 0.037 |
(0.203) | (0.185) | (0.190) | (0.203) | (0.186) | (0.191) | (0.204) | (0.187) | (0.192) | (0.204) | (0.186) | (0.191) | |
CONST | −1.449 | −2.009 * | −0.821 | −1.337 | −2.025 * | −0.636 | −1.840 | −2.230 * | −1.213 | −1.404 | −1.836 | −0.701 |
(1.200) | (1.096) | (1.127) | (1.270) | (1.161) | (1.194) | (1.294) | (1.183) | (1.216) | (1.286) | (1.175) | (1.208) | |
YEAR_FE | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
INDUSTRY_FE | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
Observations | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 |
R2 | 0.118 | 0.140 | 0.133 | 0.118 | 0.139 | 0.132 | 0.117 | 0.139 | 0.132 | 0.117 | 0.139 | 0.132 |
Adj R2 | 0.086 | 0.108 | 0.102 | 0.085 | 0.107 | 0.101 | 0.085 | 0.107 | 0.099 | 0.085 | 0.108 | 0.100 |
F | 3.678 *** | 4.462 *** | 4.216 | 3.656 *** | 4.424 *** | 4.183 | 3.645 *** | 4.417 *** | 4.158 *** | 3.650 *** | 4.435 *** | 4.173 *** |
Variables | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
OPERATION | 0.006 ** | 0.010 ** | 0.009 * | |||||||||
(0.003) | (0.005) | (0.005) | ||||||||||
CUSTOMER | 0.003 *** | 0.002 ** | 0.002 ** | |||||||||
(0.001) | (0.001) | (0.001) | ||||||||||
PRODUCT | 0.006 ** | 0.010 * | 0.009 * | |||||||||
(0.003) | (0.006) | (0.005) | ||||||||||
CSRDISC | 0.016 ** | 0.021 *** | 0.007 ** | |||||||||
(0.006) | (0.006) | (0.003) | ||||||||||
CONST & CONTROLS | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
YEAR_FE | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
INDUSTRY_FE | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
Observations | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 | 1594 |
R2 | 0.158 | 0.178 | 0.166 | 0.158 | 0.177 | 0.165 | 0.158 | 0.178 | 0.166 | 0.161 | 0.183 | 0.168 |
Adj R2 | 0.128 | 0.148 | 0.135 | 0.128 | 0.147 | 0.134 | 0.128 | 0.148 | 0.135 | 0.131 | 0.153 | 0.138 |
F | 5.162 *** | 5.925 *** | 5.459 *** | 5.167 *** | 5.891 *** | 5.416 *** | 5.162 *** | 5.925 *** | 5.459 *** | 5.278 *** | 6.154 *** | 5.535 *** |
Variables | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 | BIDDLE | CHEN11 | CHEN13 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
OPERATION | 0.006 *** | 0.007 * | 0.006 ** | |||||||||
(0.002) | (0.004) | (0.003) | ||||||||||
LAGBIDDLE | −0.265 *** | |||||||||||
(0.036) | ||||||||||||
LAGCHEN11 | −0.241 *** | |||||||||||
(0.042) | ||||||||||||
LAGCHEN13 | −0.284 *** | |||||||||||
(0.040) | ||||||||||||
CUSTOMER | 0.003 ** | 0.002 ** | 0.002 ** | |||||||||
(0.002) | (0.001) | (0.001) | ||||||||||
−0.270 *** | ||||||||||||
LAGBIDDLE | (0.039) | |||||||||||
−0.250 *** | ||||||||||||
LAGCHEN11 | (0.045) | |||||||||||
−0.293 *** | ||||||||||||
LAGCHEN13 | (0.041) | |||||||||||
PRODUCT | 0.004 ** | 0.005 * | 0.006 ** | |||||||||
(0.002) | (0.003) | (0.003) | ||||||||||
LAGBIDDLE | −0.272 *** | |||||||||||
(0.039) | ||||||||||||
LAGCHEN11 | −0.249 *** | |||||||||||
(0.044) | ||||||||||||
LAGCHEN13 | −0.301 *** | |||||||||||
(0.043) | ||||||||||||
CSRDISC | 0.003 *** | 0.005 * | 0.002 ** | |||||||||
(0.001) | (0.003) | (0.001) | ||||||||||
LAGBIDDLE | −0.273 *** | |||||||||||
(0.040) | ||||||||||||
LAGCHEN11 | −0.266 *** | |||||||||||
(0.055) | ||||||||||||
LAGCHEN13 | −0.052 | |||||||||||
(0.034) | ||||||||||||
CONST & CONTROLS | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
YEAR_FE | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
INDUSTRY_FE | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES | YES |
Observations | 1365 | 1365 | 1365 | 1365 | 1365 | 1365 | 1365 | 1365 | 1365 | 1365 | 1365 | 1365 |
Wald chi2 | 519.3 *** | 178.8 *** | 3537 *** | 3473 *** | 440 *** | 1340 *** | 1975 *** | 124.7 *** | 3252 *** | 184.2 *** | 356.23 *** | 1236.02 *** |
AR(1) Z-test | −3.78 *** | −3.81 *** | −3.60 *** | −3.69 *** | −3.65 *** | −3.57 *** | −3.70 *** | −3.75 *** | −3.58 *** | −3.69 *** | −3.43 *** | −4.45 *** |
AR(2) Z-test | −0.85 | −0.33 | −0.80 | −0.56 | −0.41 | −0.94 | −0.62 | −0.41 | −0.91 | −0.51 | −0.38 | −0.43 |
Hansen Chi2-test | 121.11 | 124.46 | 115.56 | 120.76 | 123.12 | 128.78 | 123.87 | 118.86 | 125.15 | 120.56 | 94.06 | 79.38 |
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Share and Cite
Rezaee, Z.; Rajabalizadeh, J. Do Strategic Orientations and CSR Disclosures Affect Investment Efficiency? Evidence from Textual Analysis in Emerging Markets. J. Risk Financial Manag. 2025, 18, 535. https://doi.org/10.3390/jrfm18100535
Rezaee Z, Rajabalizadeh J. Do Strategic Orientations and CSR Disclosures Affect Investment Efficiency? Evidence from Textual Analysis in Emerging Markets. Journal of Risk and Financial Management. 2025; 18(10):535. https://doi.org/10.3390/jrfm18100535
Chicago/Turabian StyleRezaee, Zabihollah, and Javad Rajabalizadeh. 2025. "Do Strategic Orientations and CSR Disclosures Affect Investment Efficiency? Evidence from Textual Analysis in Emerging Markets" Journal of Risk and Financial Management 18, no. 10: 535. https://doi.org/10.3390/jrfm18100535
APA StyleRezaee, Z., & Rajabalizadeh, J. (2025). Do Strategic Orientations and CSR Disclosures Affect Investment Efficiency? Evidence from Textual Analysis in Emerging Markets. Journal of Risk and Financial Management, 18(10), 535. https://doi.org/10.3390/jrfm18100535