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Actuarial Mathematics for Modelling · Projecting and valuing cashflows contingent on multiple decrement events

Dependent and Independent Decrement Rates in Multiple Decrement Models

Updated 11 October 2026 · Fact-checked

A dependent (absolute) rate q^j_x is the probability of leaving by cause j in a table where all causes act together. An independent (net) rate q'^j_x is the probability of leaving by cause j if it acted alone. Link them through the force of decrement: q'^j_x = 1 − exp(−∫μ^j_{x+t} dt).

Understand Dependent and Independent Decrement Rates

A multiple decrement model has several ways to leave a group, such as death, withdrawal or retirement. Each cause j has a force of decrement μ^j_{x+t}. The total force is μ_{x+t} = Σ μ^j_{x+t}.

The dependent rate (also called absolute rate) q^j_x is the probability that a life aged x leaves within one year by cause j, while all other causes are also operating. These rates add up: Σ q^j_x = 1 − p_x, the total probability of leaving. Notation varies between texts. This page writes q^j_x (written (aq)^j_x in some texts) for the dependent rate and q'^j_x for the independent rate. Define the notation you use in your answer.

The independent rate (also called net rate) q'^j_x is the probability of leaving by cause j in a world where only cause j exists. It is defined by q'^j_x = 1 − exp(−∫₀¹ μ^j_{x+t} dt). It comes from an associated single decrement table, one table per cause.

The two differ because other causes remove lives before cause j can act. So q^j_x ≤ q'^j_x, with equality only if no other decrement acts. Think of withdrawal: in the real table, some people die before they can withdraw. In the single decrement table for withdrawal, nobody can die.

The total survival probability is the product of the single decrement survival probabilities: p_x = Π (1 − q'^j_x). This holds exactly, with no UDD assumption, because μ = Σμ^j gives p_x = exp(−∫Σμ^j dt) = Π exp(−∫μ^j dt).

To convert between the two sets of rates in one year you need an assumption about how decrements fall within the year. The usual one is uniform distribution of decrements (UDD) in each single decrement table or in the multiple decrement table. This page uses the standard result for UDD in the multiple decrement table and the standard result for UDD in each single decrement table. The product result above needs neither.

Key rules to remember

Total force of decrement
μ_{x+t} = Σ_j μ^j_{x+t}
The total force is the sum of the forces for each cause.
Survival probability
t p_x = exp(−∫₀ᵗ μ_{x+s} ds)
This is the probability of remaining in the group, not leaving by any cause.
Dependent (absolute) rate
t q^j_x = ∫₀ᵗ s p_x μ^j_{x+s} ds
s p_x is the survival probability in the multiple decrement table, so all causes are included.
Independent (net) rate
q'^j_x = 1 − exp(−∫₀¹ μ^j_{x+t} dt)
The rate in the associated single decrement table for cause j.
Product of single survival probabilities
p_x = Π_j (1 − q'^j_x)
Holds because the total force is the sum of the individual forces.
Total of dependent rates
Σ_j q^j_x = 1 − p_x
Use this as a check.
UDD in the multiple decrement table
s p_x μ^j_{x+s} = q^j_x for 0 ≤ s ≤ 1, so the t-year probability t q^j_x = t × q^j_x
On the left, t q^j_x is the probability of leaving by cause j within time t (the t is the prefix). On the right, t multiplies the one-year rate q^j_x. Under UDD in the multiple decrement table the t-year probability is linear in t, for 0 ≤ t ≤ 1.
Independent rate from dependent rates (UDD in the multiple decrement table)
q'^j_x = 1 − (1 − Σ_i q^i_x)^(q^j_x ÷ Σ_i q^i_x)
Equivalently 1 − p_x^(q^j_x ÷ (1 − p_x)). Use when all dependent rates are given. Why it works: under UDD in the multiple decrement table, s p_x μ^j_{x+s} = q^j_x and s p_x μ_{x+s} = 1 − p_x. So μ^j_{x+s} ÷ μ_{x+s} = q^j_x ÷ (1 − p_x), a constant. Then ∫₀¹ μ^j_{x+s} ds = (q^j_x ÷ (1 − p_x)) × (−ln p_x), which gives the formula.
Dependent rate from independent rates, two causes (UDD in each single decrement table)
q^1_x = q'^1_x × (1 − ½ q'^2_x)
Exact when each cause is uniform in its own single decrement table. For more than two causes, q^j_x = ∫₀¹ Π_{i≠j} (1 − t q'^i_x) × q'^j_x dt, with UDD in each single table. With two causes this integral gives the formula above.

How to solve Dependent and Independent Decrement Rates questions

Use this method for any question that moves between dependent and independent rates. Decide first which table the assumption applies to.

  1. 1Write down which rates you are given (dependent or independent) and which you need.
  2. 2Name the causes and the age and period involved. Write the notation clearly, such as q^d_x, q^w_x and q'^d_x.
  3. 3Find the assumption stated. UDD in the multiple decrement table gives the exponent formula. UDD in each single decrement table gives the formula with (1 − ½ q').
  4. 4If you know the force of decrement for each cause, integrate it to get the independent rate: q'^j_x = 1 − exp(−∫μ^j dt).
  5. 5Apply the correct conversion formula. For two causes under UDD in the single tables, q^1_x = q'^1_x(1 − ½q'^2_x).
  6. 6Check using Σ q^j_x = 1 − p_x and p_x = Π(1 − q'^j_x), or the order q^j_x ≤ q'^j_x.
  7. 7State the result to the accuracy needed, often 4 to 6 decimal places, and give the assumption you used.

Quickest way: Two-cause conversion under UDD in the single decrement tables

When to use it: Use this when the question gives two causes and states UDD in each associated single decrement table, or gives independent rates and asks for dependent ones.

  1. Dependent from independent: q^1 = q'^1 × (1 − ½ q'^2) and q^2 = q'^2 × (1 − ½ q'^1).
  2. Check: q^1 + q^2 = 1 − (1 − q'^1)(1 − q'^2).
  3. Independent from dependent under UDD in the multiple decrement table: use q'^j = 1 − p^(q^j ÷ (1 − p)), with p = 1 − Σ q.
  4. Compute p first, then take the power with a calculator.
  5. Confirm that q'^j is not below q^j. They are equal only if no other decrement acts.

Common mistakes in Dependent and Independent Decrement Rates

  • Treating dependent rates as if they were independent and multiplying (1 − q^j) together.

    The two sets of rates use similar symbols and both are probabilities.

    Fix: Only independent rates multiply: p_x = Π(1 − q'^j_x). Dependent rates add: Σ q^j_x = 1 − p_x.

  • Using the (1 − ½ q') formula when the question states UDD in the multiple decrement table.

    Students memorise one formula and ignore which table the assumption applies to.

    Fix: Underline the assumption in the question. Multiple decrement table UDD gives the exponent formula. Single table UDD gives the (1 − ½ q') formula.

  • Getting q' smaller than q.

    Students forget that other causes remove lives before cause j can act in the dependent table.

    Fix: Remember q'^j ≥ q^j. If your answer breaks this, recheck the working.

  • Forgetting that the total force is the sum of the forces, and integrating one cause only to find p_x.

    Focus on one cause hides the other causes.

    Fix: Use μ = Σ μ^j for survival in the multiple decrement table. Use μ^j alone only for the single decrement table of cause j.

  • Using the two-cause formula for three or more causes without adjusting.

    The simple (1 − ½ q'^2) factor is learned as a general rule.

    Fix: With more than two causes, use the exponent formula, or work from p_x = Π(1 − q'^j) and the ratio of forces. State the assumption clearly.

Worked examples

Example 1

In a double decrement table for a pension scheme, the independent rates at age 40 are q'^w_40 = 0.10 for withdrawal and q'^d_40 = 0.02 for death. Assume decrements are uniformly distributed over the year in each single decrement table. Find the dependent rates q^w_40 and q^d_40, and the probability of remaining in the scheme.

Show the solution
  1. Use q^w = q'^w × (1 − ½ q'^d) = 0.10 × (1 − 0.01) = 0.10 × 0.99 = 0.099.
  2. Use q^d = q'^d × (1 − ½ q'^w) = 0.02 × (1 − 0.05) = 0.02 × 0.95 = 0.019.
  3. Find p_40 = (1 − 0.10)(1 − 0.02) = 0.90 × 0.98 = 0.882.
  4. Check: q^w + q^d = 0.099 + 0.019 = 0.118 = 1 − 0.882. This agrees.

Answer: q^w_40 = 0.099, q^d_40 = 0.019, and the probability of remaining is 0.882.

Example 2

In a double decrement table, q^1_x = 0.04 and q^2_x = 0.06 (dependent rates). Assume decrements are uniformly distributed over the year in the multiple decrement table. Find the independent rate q'^1_x to 4 decimal places.

Show the solution
  1. Find the total rate of leaving: 0.04 + 0.06 = 0.10, so p_x = 0.90.
  2. The UDD result in the multiple decrement table gives q'^1 = 1 − p^(q^1 ÷ (1 − p)).
  3. The exponent is 0.04 ÷ 0.10 = 0.4.
  4. Compute 0.90^0.4. ln 0.90 = −0.1053605, times 0.4 = −0.0421442, and exp(−0.0421442) = 0.958731.
  5. So q'^1 = 1 − 0.958731 = 0.041269.
  6. Check: q'^1 = 0.0413 is larger than q^1 = 0.04, consistent with q'^j ≥ q^j.

Answer: q'^1_x ≈ 0.0413.

Exam tips

  • Read the assumption wording first. The phrase 'in the multiple decrement table' or 'in each single decrement table' decides the formula.
  • In a written answer, define your notation. The IAI marks method, so state which rate is dependent and which is independent.
  • Use the check Σ q^j = 1 − p_x. It catches most arithmetic and formula errors in under a minute.
  • In Paper B, build the conversion in R or Excel with a formula you can copy across ages, and keep full decimal places until the last step.
  • Questions often start from forces of decrement. Integrate to get q' first, then convert.

Practice questions from Projecting and valuing cashflows contingent on multiple decrement events

Dependent and Independent Decrement Rates: frequently asked questions

What is the difference between dependent and independent decrement rates?

A dependent (absolute) rate is the probability of leaving by one cause when all causes operate together. An independent (net) rate is that probability if only that cause existed. The independent rate is at least as large as the dependent rate, and equal to it only if no other decrements act.

How do I convert absolute rates of decrement to net rates?

Under UDD in the multiple decrement table, q'^j = 1 − p^(q^j ÷ (1 − p)), where p is the total probability of staying. Under UDD in the single tables you go the other way: q^1 = q'^1(1 − ½ q'^2) for two causes.

What is the force of decrement?

It is the instantaneous rate of leaving by cause j at age x + t, written μ^j_{x+t}. The total force is the sum over all causes. Integrating it gives survival and independent rates.

Which UDD assumption should I use?

Use the one the question states. If none is given, state the assumption you choose and show the formula. Marks go to a clear, consistent method.