SDI Data Analysis & Reporting 3 — Questions and Answers
Question 1: Which of the following best describes a 'lagging indicator' in service desk performance reporting?
- A metric that predicts future performance, such as agent training completion rate
- A metric that reflects outcomes after they have occurred, such as monthly CSAT score (Correct answer)
- A real-time alert triggered when SLA breach is imminent
- A benchmark sourced from industry peer groups
Correct answer: A metric that reflects outcomes after they have occurred, such as monthly CSAT score
Lagging indicators measure results that have already happened, such as CSAT scores published at month end.
Question 2: What is the primary purpose of a 'heat map' in service desk analytics?
- To display server CPU temperature trends
- To visualize ticket volume or contact patterns by time of day and day of week (Correct answer)
- To map geographic locations of customers submitting tickets
- To rank agents from highest to lowest performance
Correct answer: To visualize ticket volume or contact patterns by time of day and day of week
A heat map uses color intensity to reveal when tickets cluster by hour and weekday, enabling optimal staffing schedules.
Question 3: When a service desk report shows a sudden drop in average handling time (AHT), what should an analyst investigate first?
- Whether the CSAT score also improved in the same period
- Whether agents began wrapping tickets prematurely or reclassifying them to lower-complexity categories (Correct answer)
- Whether the telephony system vendor changed their billing model
- Whether headcount increased in the reporting period
Correct answer: Whether agents began wrapping tickets prematurely or reclassifying them to lower-complexity categories
A sudden AHT drop often signals that agents are closing tickets early or downcoding complexity to game the metric rather than genuine efficiency gains.
Question 4: In the context of SDI best practices, what does a 'balanced scorecard' approach to service desk reporting ensure?
- Equal weighting of all available metrics regardless of business relevance
- A mix of financial, customer, process, and learning metrics to give a holistic performance view (Correct answer)
- That only metrics beating their targets are reported to stakeholders
- Metrics are reported in alphabetical order for consistency
Correct answer: A mix of financial, customer, process, and learning metrics to give a holistic performance view
A balanced scorecard spans multiple perspectives—financial, customer, internal process, and growth—to prevent overemphasis on a single dimension.
Question 5: A service desk analyst is asked to demonstrate the business value of investing in self-service portals. Which metric is most compelling for this purpose?
- Number of portal logins per month
- Cost-per-contact reduction attributed to self-service deflection (Correct answer)
- Total number of knowledge articles published
- Average agent tenure in years
Correct answer: Cost-per-contact reduction attributed to self-service deflection
Cost-per-contact reduction directly translates self-service adoption into financial value, which resonates with business stakeholders.
Question 6: Which data quality issue most commonly causes misleading service desk trend reports?
- Using too many decimal places in percentages
- Inconsistent ticket categorization across agents or time periods (Correct answer)
- Reporting in calendar months rather than business days
- Having more than ten KPIs on a single dashboard
Correct answer: Inconsistent ticket categorization across agents or time periods
Inconsistent categorization means the same type of issue may be logged differently, making trend comparisons unreliable.
Question 7: What does a widening gap between 'tickets opened' and 'tickets resolved' trend lines on a cumulative flow diagram indicate?
- The service desk is over-staffed relative to demand
- A growing backlog that will eventually cause SLA breaches if unaddressed (Correct answer)
- Self-service deflection is working as intended
- Resolution time is improving across all categories
Correct answer: A growing backlog that will eventually cause SLA breaches if unaddressed
When opened tickets consistently outpace resolved ones, the backlog grows, eventually threatening SLA compliance.
SDI Data Analysis & Reporting 3
Which of the following best describes a 'lagging indicator' in service desk performance reporting?