# Question 31659: Expectation of a Constant in a Normalized Model

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This teaching derivation has second-context AI mathematical and bilingual semantic review, limited to the model and assumptions stated in this question. It has no human review or new Lean proof and does not promote the original question or MKO to Canonical truth.

R0062-31659 · q-20261004-advance-20261005-r06-expectation-0084



## Original question and givens

The nonempty finite sample space is S={0, 1}, with F=𝒫(S). In the displayed order of S, the nonnegative probability weights are [1/(4), 3/(4)], summing exactly to one. For X(s)=-4 at every outcome, compute E[X] as a reduced fraction with positive denominator.


- G001 — The nonempty finite sample space is S={0, 1}, with F=𝒫(S). In the displayed order of S, the nonnegative probability weights are [1/(4), 3/(4)], summing exactly to one. For X(s)=-4 at every outcome, compute E[X] as a reduced fraction with positive denominator.





## Definition and scope

Use the original question domain, assumptions and cited MKO definitions. This item has second-context mathematical and bilingual review, with the model, answer and every arithmetic step independently recomputed from the original parameters; the source question remains a candidate.


- [mko-expectation](https://ocme.evemisslab.com/en/mko/mko-expectation/)





## Step-by-step derivation

S001 · impliesBefore

source roles = [qf-expectation-constant, no-domain-field, constant_expectation, no-form-field]

After

derived = [[reduced_fraction_RETAIN1_STRING]]

Conditions: none

Check THIS bank interface:BASE equations use form/domain;BASE events/complement have no operation;factorials have no domain.ext18 uses local hyphens,other legacy operations underscores.Do not force every answer into a tuple or fraction.

Step identifiers and dependenciesRule: R62_EXACT_source_keys_domain_operation_form_AND_output_types · Uses: G001





S002 · calculationBefore

Expectation ORIGINAL weight total through slot0 := sum(0, 1)

After

Expectation ORIGINAL weight total through slot0 = 1

Conditions: none

Use ORIGINAL operands and declared order for exact integer/rational arithmetic,not floats.Bounds are family-specific:do not revalidate derived values as RAW inputs or add blanket SAFE/n64 caps to BASE families.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S001





S003 · calculationBefore

Expectation ORIGINAL weight total through slot1 := sum(1, 3)

After

Expectation ORIGINAL weight total through slot1 = 4

Conditions: none

Use ORIGINAL operands and declared order for exact integer/rational arithmetic,not floats.Bounds are family-specific:do not revalidate derived values as RAW inputs or add blanket SAFE/n64 caps to BASE families.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S002





S004 · impliesBefore

source roles = [[0, 1], powerset(S), [1, 3], 4, not-supplied, not-supplied]

After

derived = [[0, 1], 4, Yes]

Conditions: none

S is nonempty,distinct and≤100;weights,X/Y align to ORIGINAL S slots.F is exactly powerset(S),weights nonnegative,denominator positive,and total EXACTLYden.EVEN at a=0 or null weights validate ALL raw fields;never silently uniformize.

Step identifiers and dependenciesRule: Expectation_FULL_model_RAW_slots_SAME_alignment_and_normalized_law · Uses: G001, S003





S005 · impliesBefore

source roles = [0, 0, constant_expectation, not-supplied, not-supplied, not-supplied, not-supplied, -4]

After

derived = [-4]

Conditions: none

Transform at EACH ORIGINAL outcome BEFORE using its aligned weight.Never sort S,X,Y,weights independently.Null-weight values remain original data;do not delete them to repair inputs or infer a range.

Step identifiers and dependenciesRule: Expectation_EACH_original_outcome_transformation_BEFORE_weight · Uses: G001, S004





S006 · calculationBefore

Expectation ORIGINAL slot0 weight times transformed value := mul(1, -4)

After

Expectation ORIGINAL slot0 weight times transformed value = -4

Conditions: none

Use ORIGINAL operands and declared order for exact integer/rational arithmetic,not floats.Bounds are family-specific:do not revalidate derived values as RAW inputs or add blanket SAFE/n64 caps to BASE families.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S005





S007 · calculationBefore

Expectation ORIGINAL weighted numerator through slot0 := sum(0, -4)

After

Expectation ORIGINAL weighted numerator through slot0 = -4

Conditions: none

Use ORIGINAL operands and declared order for exact integer/rational arithmetic,not floats.Bounds are family-specific:do not revalidate derived values as RAW inputs or add blanket SAFE/n64 caps to BASE families.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S006





S008 · impliesBefore

source roles = [1, 1, constant_expectation, not-supplied, not-supplied, not-supplied, not-supplied, -4]

After

derived = [-4]

Conditions: none

Transform at EACH ORIGINAL outcome BEFORE using its aligned weight.Never sort S,X,Y,weights independently.Null-weight values remain original data;do not delete them to repair inputs or infer a range.

Step identifiers and dependenciesRule: Expectation_EACH_original_outcome_transformation_BEFORE_weight · Uses: G001, S007





S009 · calculationBefore

Expectation ORIGINAL slot1 weight times transformed value := mul(3, -4)

After

Expectation ORIGINAL slot1 weight times transformed value = -12

Conditions: none

Use ORIGINAL operands and declared order for exact integer/rational arithmetic,not floats.Bounds are family-specific:do not revalidate derived values as RAW inputs or add blanket SAFE/n64 caps to BASE families.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S008





S010 · calculationBefore

Expectation ORIGINAL weighted numerator through slot1 := sum(-4, -12)

After

Expectation ORIGINAL weighted numerator through slot1 = -16

Conditions: none

Use ORIGINAL operands and declared order for exact integer/rational arithmetic,not floats.Bounds are family-specific:do not revalidate derived values as RAW inputs or add blanket SAFE/n64 caps to BASE families.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S009





S011 · calculationBefore

Expectation ORIGINAL weighted numerator over denominator := div(-16, 4)

After

Expectation ORIGINAL weighted numerator over denominator = -4

Conditions: none

Use ORIGINAL operands and declared order for exact integer/rational arithmetic,not floats.Bounds are family-specific:do not revalidate derived values as RAW inputs or add blanket SAFE/n64 caps to BASE families.

Step identifiers and dependenciesRule: exact_rational_arithmetic · Uses: G001, S010





S012 · impliesBefore

source roles = [[0, 1], [1, 3], 4, constant_expectation, [-4, -4]]

After

derived = [[-4, -12], -16, -4/1]

Conditions: none

In the QUALIFIED SAME probability law,E[Z]=Σw_iZ(s_i)/q.Affine gives aE[X]+b and a same-model sum gives E[X]+E[Y]WITHOUT independence;this does not imply a product-expectation formula.A constant has mean c because total mass is1.Negative/unattained means are legal;retain/1.

Step identifiers and dependenciesRule: Expectation_LINEARITY_qualified_SAME_law_NOT_independence_or_sample_mean · Uses: G001, S011









## Reverse checks


- S012 · premise_and_result_audit — Reverse-check the ORIGINAL inputs,field roles,domain and premises.Consistency does not imply unique recovery of premises.Keep finite checking,independent review,formal proof and publication separate.
- S011 · premise_and_result_audit — Recompute Expectation ORIGINAL weighted numerator over denominator with exact rational arithmetic, not rounded decimals.
- S010 · premise_and_result_audit — Recompute Expectation ORIGINAL weighted numerator through slot1 with exact rational arithmetic, not rounded decimals.
- S009 · premise_and_result_audit — Recompute Expectation ORIGINAL slot1 weight times transformed value with exact rational arithmetic, not rounded decimals.
- S008 · premise_and_result_audit — Reverse-check the ORIGINAL inputs,field roles,domain and premises.Consistency does not imply unique recovery of premises.Keep finite checking,independent review,formal proof and publication separate.
- S007 · premise_and_result_audit — Recompute Expectation ORIGINAL weighted numerator through slot0 with exact rational arithmetic, not rounded decimals.
- S006 · premise_and_result_audit — Recompute Expectation ORIGINAL slot0 weight times transformed value with exact rational arithmetic, not rounded decimals.
- S005 · premise_and_result_audit — Reverse-check the ORIGINAL inputs,field roles,domain and premises.Consistency does not imply unique recovery of premises.Keep finite checking,independent review,formal proof and publication separate.
- S004 · premise_and_result_audit — Reverse-check the ORIGINAL inputs,field roles,domain and premises.Consistency does not imply unique recovery of premises.Keep finite checking,independent review,formal proof and publication separate.
- S003 · premise_and_result_audit — Recompute Expectation ORIGINAL weight total through slot1 with exact rational arithmetic, not rounded decimals.
- S002 · premise_and_result_audit — Recompute Expectation ORIGINAL weight total through slot0 with exact rational arithmetic, not rounded decimals.
- S001 · premise_and_result_audit — Reverse-check the ORIGINAL inputs,field roles,domain and premises.Consistency does not imply unique recovery of premises.Keep finite checking,independent review,formal proof and publication separate.





## Result

-4/1

The full substitutions and premise checks give the original answer; source identity,format and status are unchanged.





## This question review and source binding

Review date: 2026-10-26

Original questions, answers, step expressions, numeric ASTs and historical records are retained. Source candidate labels remain historical and are not overwritten as formal proof.

Source hashes and review receipts
- input commit: 0f7be61e2c22317a4075561dc822c87d881a50db
- original question SHA-256: 3b72dc9606ad024187c90bc45983ecaa454f5d17b223ed8575404c21b86c0992
- candidate record SHA-256: 81a0227a5cf5b304cab0af9227946951ad974733b66e603161f45e616400a2b9
- semantic review receipt SHA-256: 963099ffc9f754069fdce6792949a85ed350472465eaceb3038fa8011cf672bd
- question-first witness SHA-256: d7655324c5d11528e1af90b757384cebd3313e19dc5f6f5b9b8ea7624fb06f6f
- Lean: NOT_RUN · human review: NOT_PERFORMED

[Same-source full JSON](https://ocme.evemisslab.com/data/question-derivations/questions/q-20261004-advance-20261005-r06-expectation-0084.json)




