SG Analytics Interview Questions, Process, and Tips

Q1. How would you tackle the scope of a project?
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Q1. What you do in the current company
Ans. 
I oversee the overall operations and strategic direction of the company, focusing on growth and profitability.
• Lead and manage a team of executives and department heads

• Develop and implement business strategies to achieve company goals

• Monitor financial performance and make strategic decisions to drive profitability

• Collaborate with key stakeholders to ensure alignment with company objectives
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Q2. What is your roles and responsibility
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Q1. What is reconcilation
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Reconciliation is the process of ensuring two sets of records are in agreement and any discrepancies are resolved.
• Reconciliation involves comparing financial statements, bank statements, or other records to identify and rectify any discrepancies.

• It is important for ensuring accuracy in financial reporting and preventing fraud.

• Examples include reconciling bank statements with accounting records, matching invoices with p...read more
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Q2. What is debt equity ratio
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Debt equity ratio is a financial ratio that indicates the proportion of debt used to finance a company's assets relative to the amount of equity.
• Debt equity ratio is calculated by dividing total debt by total equity.

• It helps assess a company's financial leverage and risk exposure.

• A high debt equity ratio indicates higher financial risk, while a low ratio suggests lower risk.

• For example, if a company has $1 million in d...read more
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Q1. Explain different KPIs of Classification Model
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KPIs of Classification Model
• Accuracy: measures the proportion of correct predictions

• Precision: measures the proportion of true positives among predicted positives

• Recall: measures the proportion of true positives among actual positives

• F1 Score: harmonic mean of precision and recall

• ROC Curve: plots true positive rate against false positive rate

• Confusion Matrix: summarizes the performance of a classification model
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Q2. What are the differences between Left and Right Join
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Left join returns all records from left table and matching records from right table. Right join returns all records from right table and matching records from left table.
• Left join keeps all records from the left table and only matching records from the right table

• Right join keeps all records from the right table and only matching records from the left table

• Left join is denoted by LEFT JOIN keyword in SQL

• Right join is d...read more
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Q1. Tell me about yourself
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Q2. Where do you see yourself in the next 5 years
Ans. 
In the next 5 years, I see myself advancing in my career as an Analyst, taking on more responsibilities and contributing to the growth of the company.
• Continuing to develop my analytical skills through training and hands-on experience

• Taking on leadership roles within the team and mentoring junior analysts

• Contributing to strategic decision-making processes and driving business growth

• Exploring opportunities for profession
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Assignment focused on financial concepts and excel skills

Q1. What is levered and unlevered beta?
Ans. 
Levered beta measures the risk of an asset when it is financed with debt, while unlevered beta measures the risk of an asset without considering its financing structure.
• Levered beta takes into account the impact of debt on the asset's risk

• Unlevered beta ignores the impact of debt and measures the asset's inherent risk

• Levered beta is higher than unlevered beta for assets with debt financing

• Unlevered beta is useful for c...read more
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Q2. What is duration and convexity?
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Duration is a measure of a bond's sensitivity to interest rate changes, while convexity measures the curvature of the relationship between bond prices and yields.
• Duration is the weighted average time it takes to receive the bond's cash flows.

• It helps investors understand how sensitive a bond's price is to changes in interest rates.

• Convexity measures the degree of curvature in the relationship between bond prices and yi...read more
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Q3. Questions focused on equity, debt and derivatives
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Q1. Interview with Assistant vice president
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Q1. What is your Family background?
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Q2. Tell me About the company?
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Q3. General questions focusing on behavior and ethics.
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Q1. How to analyze which product category which customer
Ans. 
To analyze which product category each customer prefers, use customer purchase history data and apply clustering or association analysis.
• Collect customer purchase history data including products bought

• Apply clustering algorithms to group customers based on their purchasing behavior

• Use association analysis to identify which product categories are frequently bought together by customers

• Analyze the results to understand w
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Q2. Questions were based on my resume
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