Theory: Quantitative Assessment (SLE & ALE)
The risk matrix (3.1) tells you that a risk is “High”, but a hospital’s finance director cannot put “High” into a budget. Quantitative risk assessment expresses risk in money: how much one incident would cost, and how much the organization should expect to lose per year. The classic method is Annualized Loss Expectancy (ALE); a more advanced family of methods is FAIR (Factor Analysis of Information Risk). This course uses the ALE calculation.
| Term | Meaning | Unit |
|---|
| Asset Value (AV) | What the asset is worth to the organization (replacement cost, revenue it supports, value of the data) | Money (฿, USD) |
| Exposure Factor (EF) | The percentage of the asset’s value lost in one incident | 0–100% (written as a decimal in calculations, e.g. 40% = 0.40) |
| Annualized Rate of Occurrence (ARO) | How many times per year the incident is expected to happen | Times per year |
| Single Loss Expectancy (SLE) | Money lost from one incident | Money |
| Annualized Loss Expectancy (ALE) | Expected money lost per year | Money per year |
Single Loss Expectancy: the money lost from one incident.
SLE=AV×EF
Annualized Loss Expectancy: the expected money lost per year.
ALE=SLE×ARO
Combined: ALE=AV×EF×ARO.
Diagram loads as you scroll.
Reading ARO Correctly
ARO is a rate per year, so events that happen less than once a year have an ARO below 1:
| Expected frequency | ARO |
|---|
| Four times a year | 4 |
| Once a year | 1 |
| Once every 2 years | 0.5 |
| Once every 4 years | 0.25 |
| Once every 10 years | 0.1 |
In general, if an incident happens once every n years, ARO=1/n.
Common mistakes:
- Using EF as a whole number. 40% must be entered as 0.40, not 40.
- Writing “once every 2 years” as ARO = 2. It is 1/2=0.5. ARO = 2 would mean twice a year.
- Confusing SLE and ALE. SLE is the cost of one incident; ALE is the expected cost per year. If ARO is below 1, ALE is smaller than SLE; if ARO is above 1, ALE is larger.
Worked Example from the Slides: The EHR System
MediCare Plus’s Electronic Health Records (EHR) system is valued at ฿10,000,000. A successful attack is expected to destroy or compromise 40% of that value, and such an attack is expected once every 2 years.
| Input / Output | Value |
|---|
| Asset Value | ฿10,000,000 |
| Exposure Factor | 40% (0.40) |
| SLE | 10,000,000×0.40=4,000,000 → ฿4,000,000 |
| ARO | 0.5 (once every 2 years) |
| ALE | 4,000,000×0.5=2,000,000 → ฿2,000,000 per year |
What ALE Is Used For
ALE is the number a CFO wants to see before approving a large security budget request. It lets management compare the cost of a risk with the cost of treating it, in the same unit (money per year):
- If a control costs much less per year than the loss it prevents, it is easy to justify.
- If the control costs more than the loss it prevents, it is hard to justify, and Accept (see 3.3) may be the sensible choice, unless law or regulation requires treatment anyway.
ALE also gives a precise ranking of risks: the asset with the larger ALE is the bigger expected yearly loss.
A quantitative result is more objective, but only as good as its inputs. Asset values, EF and ARO are themselves estimates. Like a qualitative score, each estimate should be justified with evidence (loss history, incident reports, how exposed the asset is).
Qualitative vs. Quantitative, Side by Side
| Qualitative | Quantitative |
|---|
| Objective / purpose | Quickly prioritize risks for action | Justify a budget with a money cost of risk |
| Basis of scoring | Judgment and experience (ordinal 1–5 scale) | Data and statistical estimates (monetary) |
| Output | Risk level: Low / Medium / High / Critical | Expected loss per year, e.g. ALE = ฿2,000,000 |
| Data required | Minimal: expert judgment is enough | Asset values, loss history, occurrence rates |
| Speed and effort | Fast, low effort | Slower: real effort to gather reliable data |
| Precision | Approximate, more subjective | More objective, but only as good as its inputs |
| Best used for | Routine risk triage, day-to-day decisions | High-stakes investment cases, executive/board reporting |
| Tool in this course | The risk matrix (3.1) | The SLE / ALE calculation |
In the exam, show the formula, the substitution and the result for every calculation (e.g. “SLE = AV × EF = 5,000,000 × 0.6 = 3,000,000”). Then state in words what the number means (“the hospital should expect to lose about ฿900,000 per year from this risk”).
Worked Examples
The questions below complete the MediCare Plus Quantitative Risk Assessment Worksheet. Row 1 (EHR) was worked above; rows 2–5 follow.
| # | Asset | Asset Value | EF | ARO |
|---|
| 1 | Electronic Health Records (EHR) System | ฿10,000,000 | 40% | 0.5 |
| 2 | Networked Medical Devices (infusion pumps, monitors) | ฿5,000,000 | 60% | 0.3 |
| 3 | Financial / Insurance Billing System | ฿3,000,000 | 50% | 0.4 |
| 4 | Staff & Professional Licensing Database | ฿800,000 | 30% | 0.6 |
| 5 | Guest / Patient Wi-Fi Network | ฿200,000 | 20% | 0.2 |
Exercise 1
(Worksheet row 2) Calculate the SLE and ALE for Networked Medical Devices (Asset Value ฿5,000,000, EF 60%, ARO 0.3).
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Solution
Step 1: SLE. Convert EF to a decimal: 60% = 0.60.
SLE=AV×EF=5,000,000×0.60=3,000,000One incident costs ฿3,000,000.
Step 2: ALE. An ARO of 0.3 means the incident is expected about 3 times in 10 years.
ALE=SLE×ARO=3,000,000×0.3=900,000SLE = ฿3,000,000; ALE = ฿900,000 per year. Check: 5,000,000×0.6×0.3=900,000 ✓
Exercise 2
(Worksheet row 3) Calculate the SLE and ALE for the Financial / Insurance Billing System (Asset Value ฿3,000,000, EF 50%, ARO 0.4).
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Solution
Step 1: SLE. 50% = 0.50.
SLE=3,000,000×0.50=1,500,000Step 2: ALE.
ALE=1,500,000×0.4=600,000SLE = ฿1,500,000; ALE = ฿600,000 per year. Check: 3,000,000×0.5×0.4=600,000 ✓
Exercise 3
(Worksheet row 4) Calculate the SLE and ALE for the Staff & Professional Licensing Database (Asset Value ฿800,000, EF 30%, ARO 0.6).
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Solution
Step 1: SLE. 30% = 0.30.
SLE=800,000×0.30=240,000Step 2: ALE.
ALE=240,000×0.6=144,000SLE = ฿240,000; ALE = ฿144,000 per year. Check: 800,000×0.18=144,000 ✓
Exercise 4
(Worksheet row 5) Calculate the SLE and ALE for the Guest / Patient Wi-Fi Network (Asset Value ฿200,000, EF 20%, ARO 0.2).
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Solution
Step 1: SLE. 20% = 0.20.
SLE=200,000×0.20=40,000Step 2: ALE. ARO 0.2 means about once every 5 years.
ALE=40,000×0.2=8,000SLE = ฿40,000; ALE = ฿8,000 per year. Check: 200,000×0.04=8,000 ✓
Exercise 5
(Worksheet reflection 1 and 2) Using the ALE figures for all five rows, rank the assets from highest to lowest priority for security investment. Would you expect this ranking to match a qualitative risk-matrix ranking of the same assets? Where might they disagree, and why?
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Solution
Step 1: Collect the ALE values.
| # | Asset | SLE | ALE (per year) | Priority |
|---|
| 1 | EHR System | ฿4,000,000 | ฿2,000,000 | 1 |
| 2 | Networked Medical Devices | ฿3,000,000 | ฿900,000 | 2 |
| 3 | Billing System | ฿1,500,000 | ฿600,000 | 3 |
| 4 | Licensing Database | ฿240,000 | ฿144,000 | 4 |
| 5 | Guest / Patient Wi-Fi | ฿40,000 | ฿8,000 | 5 |
Ranking by ALE: EHR (฿2,000,000) → Medical Devices (฿900,000) → Billing (฿600,000) → Licensing DB (฿144,000) → Guest Wi-Fi (฿8,000).
Step 2: Compare with the qualitative ranking. The two methods will broadly agree at the extremes: the EHR near the top and the guest Wi-Fi at the bottom. Disagreements are most likely in the middle, for example:
- Networked medical devices may be scored Critical on the risk matrix, possibly above the EHR, because a tampered infusion pump can harm patients (Impact 5, Severe). ALE only counts money, so it cannot fully capture harm to people, legal liability or loss of trust.
- Billing may rank higher qualitatively if the group weighs PDPA penalties and reputation damage, which are hard to price.
- Ties on the matrix (two assets both “High”) are broken by ALE, because money figures are finer-grained than four risk levels.
They disagree because the qualitative method rests on judgment about every kind of harm, while the quantitative method rests on monetary estimates that are only as good as their inputs. Use both: the matrix for fast triage, ALE to justify spending.
Exercise 6
(Mini-case) An attack on MediCare Plus’s pharmacy inventory system (valued at ฿2,000,000) is expected once every 4 years and would wipe out 25% of the system’s value. A vendor offers a protection package for ฿150,000 per year that would almost eliminate this risk. Calculate the ALE and advise whether the package is financially justified.
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Solution
Step 1: Convert the inputs. EF = 25% = 0.25. “Once every 4 years” gives ARO=1/4=0.25.
Step 2: SLE.
SLE=2,000,000×0.25=500,000Step 3: ALE.
ALE=500,000×0.25=125,000Step 4: Compare. The package costs ฿150,000 per year but prevents at most ฿125,000 of expected loss per year. Treatment costs more than the loss it prevents.
ALE = ฿125,000 per year, so on cost alone the ฿150,000 package is not justified. Management should look for a cheaper control or accept and monitor the risk, unless a legal or regulatory requirement (or patient-safety concern) makes treatment mandatory regardless of cost.