TEST Flashcards
What is the formula for the Coefficient of Determination, R2?
R2 = total variation − unexplained variation
Total variation can also be expressed as SST − SSE, which equals explained variation (RSS)
What does Adjusted R2 account for in regression analysis?
Adjusted R2 accounts for the number of predictors in the model
It adjusts the R2 value to penalize for adding non-significant predictors.
What is Akaike’s Information Criterion (AIC) used for?
AIC is used if the goal is to have a better forecast
A lower AIC value indicates a better model fit.
What is the purpose of the F-statistic in regression analysis?
To evaluate nested models
It helps to determine if the inclusion of additional predictors improves the model significantly.
What is heteroskedasticity?
Non-constant error variance
It can be detected with scatter plots or Breusch–Pagan test.
How can autocorrelation among error terms be detected?
Using the Durbin–Watson test or Breusch–Godfrey test
Correcting it often involves using robust standard errors.
What does the Variance Inflation Factor (VIF) measure?
Multicollinearity among independent variables
A high VIF indicates a high correlation among predictors.
What is the formula for the odds in logistic regression?
odds = ey
Where P = odds / (1 + odds) = 1 / (1 + e−ŷ).
What does the term ‘covariance stationary’ mean?
Mean and variance stable over time
To conclude a time series is covariance stationary, one can plot data or conduct a Dickey-Fuller test.
What is a unit root in time series analysis?
Coefficient on lagged dependent variable = 1
A series with a unit root is not covariance stationary.
What is the purpose of normalization in big data projects?
Scales values between 0 and 1
Normalization is important for ensuring comparability across different scales.
What is the F1 score in machine learning?
F1 score = (2 × P × R) / (P + R)
Where P is precision and R is recall.
What is the bid-ask spread?
Bid-ask spread = ask quote − bid quote
It represents the difference between the buying price and selling price of a currency.
What is covered interest rate parity?
F = (1 + RA) / (1 + RB) × S
It ensures that the returns on investments in different currencies are equal when hedged.
What does the Cobb-Douglas production function represent?
Y = TKαL(1–α)
It describes the relationship between output (Y), technology (T), capital (K), and labor (L).
What is the primary focus of the Neoclassical Growth Theory?
Sustainable growth rate is a function of population growth, labor’s share of income, and the rate of technological advancement
It emphasizes the role of technology in economic growth.
What is the balance sheet funded status?
Funded status = fair value of plan assets − PBO
It indicates the financial health of a pension plan.
What is the purpose of the Beneish model?
Detects earnings manipulation using eight variables
An M-score greater than -1.78 suggests potential earnings manipulation.
What does the term ‘sustainable earnings’ refer to?
Earnings expected to recur in future periods
High-quality earnings are considered sustainable.
What is the current ratio formula?
current ratio = current assets / current liabilities
It measures a company’s ability to pay short-term obligations.
What does Basel III establish?
Minimum levels of capital and liquidity
It aims to strengthen regulation, supervision, and risk management within the banking sector.
What does the term ‘defensive interval’ refer to?
Daily cash expenditures
It is important for financial institutions due to their systemic importance.
What is the formula for calculating cash and marketable securities?
cash + marketable securities
This calculation is essential for assessing liquidity.
What are current liabilities?
Obligations that a company needs to settle within one year.