The table below lists operational and financial metrics for 8 tech startups evaluated by a venture capital firm.
| Startup | Sector | Annual Revenue Growth (%) | Customer Retention Rate (%) | Burn Multiple | Employee Headcount |
|---|---|---|---|---|---|
| AlphaTech | AI | 140 | 85 | 1.8 | 45 |
| BetaData | FinTech | 110 | 92 | 1.4 | 60 |
| GammaCloud | SaaS | 140 | 88 | 1.2 | 80 |
| DeltaHealth | HealthTech | 165 | 78 | 2.1 | 35 |
| EpsilonCyber | Cybersecurity | 110 | 92 | 1.1 | 50 |
| ZetaRobotics | AI | 140 | 85 | 1.5 | 40 |
| EtaPay | FinTech | 165 | 84 | 1.6 | 70 |
| ThetaSecure | Cybersecurity | 110 | 89 | 1.3 | 55 |
Suppose the table is sorted in descending order by Annual Revenue Growth (%). For any startups tied in Annual Revenue Growth (%), the table is secondary sorted in descending order by Customer Retention Rate (%). If a tie still remains, the table is tertiary sorted in ascending order (lowest to highest) by Burn Multiple. Which startup will appear in the 4th position from the top after this multi-column sort?
- AAlphaTech
- BGammaCloud
- ZetaRoboticsCevap
- DDeltaHealth
- EEpsilonCyber
Cevap
ZetaRobotics is in the 4th position from the top.
To determine the 4th startup after the multi-column sort:
1. Primary Sort (Annual Revenue Growth %, Descending):
- 165%: EtaPay, DeltaHealth
- 140%: GammaCloud, AlphaTech, ZetaRobotics
- 110%: BetaData, EpsilonCyber, ThetaSecure
2. Secondary Sort (Customer Retention Rate %, Descending):
- For the 165% group: EtaPay (84%) is 1st, DeltaHealth (78%) is 2nd.
- For the 140% group: GammaCloud (88%) is 3rd. AlphaTech (85%) and ZetaRobotics (85%) remain tied for 4th and 5th.
3. Tertiary Sort (Burn Multiple, Ascending):
- ZetaRobotics has a Burn Multiple of 1.5.
- AlphaTech has a Burn Multiple of 1.8.
- Since 1.5 is lower than 1.8, ZetaRobotics comes first among the tied pair, placing it in the 4th position overall.
1. Primary Sort (Annual Revenue Growth %, Descending):
- 165%: EtaPay, DeltaHealth
- 140%: GammaCloud, AlphaTech, ZetaRobotics
- 110%: BetaData, EpsilonCyber, ThetaSecure
2. Secondary Sort (Customer Retention Rate %, Descending):
- For the 165% group: EtaPay (84%) is 1st, DeltaHealth (78%) is 2nd.
- For the 140% group: GammaCloud (88%) is 3rd. AlphaTech (85%) and ZetaRobotics (85%) remain tied for 4th and 5th.
3. Tertiary Sort (Burn Multiple, Ascending):
- ZetaRobotics has a Burn Multiple of 1.5.
- AlphaTech has a Burn Multiple of 1.8.
- Since 1.5 is lower than 1.8, ZetaRobotics comes first among the tied pair, placing it in the 4th position overall.
Adım Adım Çözüm
Anahtar Kavram
Multi-column hierarchical sorting with tie-breaker logic