May 2026 · IWV Digital Solutions · 25 min read

PLE — Professional License Exam Benchmark

IWV Digital Solutions LLC | NotesXML AI Evaluation Series

200-question multiple-choice exam — 10 professional licensing domains — scored /200. Questions drawn at the actual difficulty level of the MBE, USMLE, PE, EPPP, NCLEX-RN, Broker, CPA, ARE, and CISSP exams.

Introduction

A doctor, a licensed engineer, a CPA, and a CISSP-certified security professional all share one thing in common: they passed a rigorous standardized examination before being trusted to practice their trade. The PLE Benchmark applies that same principle to AI models — 200 questions from ten of the most respected professional licensing examinations in the United States.

The result is not just a score. It is a credential-calibrated readout that professionals can interpret directly in terms they already understand.

Background

Professional licensing examinations represent some of the most rigorous standardized assessments outside of academic research. Each is developed and validated by a governing body of practicing professionals, revised regularly to reflect current standards, and sets a legal threshold for practice. PLE borrows from ten such frameworks:

Section	Exam	Questions	Governing Body
I	Legal — Multistate Bar Exam (MBE)	Q1–20	NCBE
II	Engineering — Electrical Power PE	Q21–40	NCEES
III	Engineering — Chemical PE	Q41–60	NCEES
IV	Psychology — EPPP	Q61–80	ASPPB
V	Medicine — USMLE	Q81–100	FSMB / NBME
VI	Healthcare — NCLEX-RN	Q101–120	NCSBN
VII	Real Estate — Broker Exam	Q121–140	ARELLO
VIII	Finance/Accounting — CPA (FAR/AUD)	Q141–160	AICPA / NASBA
IX	Architecture — ARE	Q161–180	NCARB
X	IT/Security — CISSP	Q181–200	(ISC)²

Assessment Overview

PLE is a 200-question, multiple-choice examination across 10 professional licensing domains, 20 questions per domain. Temperature is fixed at 0.1. The model must respond with a single answer letter (A, B, C, or D) per question. Questions are drawn at the actual difficulty level of professional licensing content — not simplified or adapted.

Section I — Legal: Multistate Bar Exam (Q1–Q20)

Q	Question	Answer
1	D intentionally strikes P from behind without warning. Most appropriate tort claim? (A) Assault (B) Battery (C) IIED (D) Negligence	B
2	Statute requires specific building materials; D uses others, causing a collapse. Standard of care? (A) Res ipsa loquitur (B) Negligence per se (C) Strict liability (D) Absolute liability	B
3	P offers $100 for a lost dog. D finds it unaware of offer and returns it. Contract formed? (A) Yes, unilateral (B) Yes, bilateral (C) No, lack of consideration (D) No, lack of mutual assent	D
4	Warrantless search under exigency finds drugs in plain view unrelated to exigency. Admissible? (A) Yes, plain view (B) No, fruit of poisonous tree (C) No, lack of warrant (D) Yes, search incident to arrest	A
5	Deed delivered to escrow agent with conditions. When does title pass? (A) Upon delivery to escrow (B) Upon condition satisfaction (C) Upon recording (D) Upon grantor's death	B
6	Congress regulates local wheat production consumed on the farm. Constitutional basis? (A) Taxing Power (B) Necessary and Proper Clause (C) Commerce Clause (D) Spending Power	C
7	D threatens to punch P next week. Is this assault? (A) Yes, apprehension (B) Yes, conditional threat (C) No, no imminent apprehension (D) No, lacks physical contact	C
8	Hearsay exception for statement made during a startling event? (A) Present sense impression (B) Excited utterance (C) State of mind (D) Dying declaration	B
9	Standard of review for a gender classification law? (A) Rational basis (B) Intermediate scrutiny (C) Strict scrutiny (D) Arbitrary and capricious	B
10	“To A for life, then to B.” What is B's interest? (A) Reversion (B) Vested remainder (C) Contingent remainder (D) Executory interest	B
11	Which crime requires specific intent? (A) Arson (B) Battery (C) Larceny (D) Rape	C
12	Prior bad act evidence generally inadmissible to prove: (A) Motive (B) Identity (C) Propensity (D) Opportunity	C
13	“This car is the best in the world.” Express warranty? (A) Yes, explicit claim (B) No, it is puffery (C) Yes, implied warranty (D) No, lacks consideration	B
14	UCC merchant's confirming memo satisfies Statute of Frauds if not objected to within: (A) 5 days (B) 10 days (C) 15 days (D) 30 days	B
15	Co-tenant makes unilateral improvements. Demand immediate contribution? (A) Yes, always (B) Yes, if necessary (C) No, only at partition/sale (D) No, void	C
16	Valid defense to a strict liability tort? (A) Contributory negligence (B) Assumption of risk (C) Lack of proximate cause (D) Both B and C	D
17	State bans all advertising of legal casino gambling. First Amendment violation? (A) Yes, commercial speech (B) No, gambling is a vice (C) Yes, strict scrutiny (D) No, absolute police power	A
18	Miranda warnings required during: (A) Traffic stops (B) Terry frisks (C) Custodial interrogations (D) Grand jury testimony	C
19	Double jeopardy attaches in a jury trial when: (A) Jury is sworn (B) First witness is sworn (C) Indictment is filed (D) Verdict is read	A
20	Valid trust requires all EXCEPT: (A) Settlor (B) Trustee (C) Beneficiary (D) Consideration	D

Section II — Engineering: Electrical Power PE (Q21–Q40)

Q	Question	Answer
21	3-phase, 4-pole, 60 Hz motor, 5% slip. Rotor speed? (A) 1710 RPM (B) 1800 RPM (C) 1750 RPM (D) 3600 RPM	A
22	Balanced Delta: V_L vs V_P? (A) V_L=V_P (B) V_L=√3·V_P (C) V_L=V_P/√3 (D) V_L=3·V_P	A
23	100 kVA transformer at 0.8 PF lagging. Real power? (A) 80 kW (B) 100 kW (C) 125 kW (D) 60 kW	A
24	Resonant frequency of series RLC: L=10 mH, C=10 µF? (A) 159 Hz (B) 503 Hz (C) 318 Hz (D) 1000 Hz	B
25	Most common fault in power systems? (A) Three-phase (B) Line-to-line (C) Single line-to-ground (D) Double line-to-ground	C
26	Ideal op-amp has: (A) Zero input impedance (B) Infinite output impedance (C) Infinite input impedance (D) Unity gain	C
27	Generator 0.1 pu on 100 MVA base. Value on 50 MVA base? (A) 0.05 pu (B) 0.1 pu (C) 0.2 pu (D) 0.025 pu	A
28	Best motor for high starting torque? (A) AC Squirrel Cage (B) DC Series (C) DC Shunt (D) Synchronous	B
29	Skin effect in AC conductors increases: (A) Inductance (B) Capacitance (C) Effective resistance (D) Voltage drop	C
30	Capacitor bank in parallel with inductive load primarily to: (A) Increase real power (B) Improve power factor (C) Decrease voltage (D) Increase reactive power	B
31	NEC: continuous load currents should not exceed what % of branch circuit rating? (A) 80% (B) 100% (C) 125% (D) 150%	A
32	Time constant of RL circuit: (A) R/L (B) L/R (C) R·L (D) 1/(R·L)	B
33	Primary function of a Buchholz relay? (A) Overcurrent protection (B) Transformer internal fault detection (C) Distance relaying (D) Ground fault detection	B
34	Fully charged 12 V lead-acid battery resting voltage closest to: (A) 12.0 V (B) 12.6 V (C) 13.8 V (D) 14.4 V	B
35	Y-connected circuit: I_L vs I_P? (A) I_L=√3·I_P (B) I_L=I_P (C) I_L=I_P/√3 (D) I_L=3·I_P	B
36	Characteristic impedance of a lossless transmission line: (A) √(L/C) (B) √(L·C) (C) R+jωL (D) G+jωC	A
37	Zero-sequence current exists only during: (A) Symmetrical faults (B) Unbalanced faults involving ground (C) Normal operation (D) Line-to-line faults	B
38	Logic gate that outputs HIGH only if both inputs are HIGH? (A) OR (B) NAND (C) AND (D) XOR	C
39	Two wattmeters read 1000 W and 500 W in balanced 3-phase. Total power? (A) 1500 W (B) 500 W (C) 1000 W (D) 1250 W	A
40	Surge arresters primarily protect against: (A) Overcurrents (B) Under-frequency (C) Overvoltages (D) Reverse power flow	C

Section III — Engineering: Chemical PE (Q41–Q60)

Q	Question	Answer
41	For incompressible fluid, continuity equation states: (A) div(v)=0 (B) curl(v)=0 (C) ρ₁v₁=ρ₂v₂ (D) ΔP=ρgh	A
42	LMTD in heat exchanger design used when: (A) ΔT is constant (B) Heat capacity is non-linear (C) Temperature profiles are logarithmic (D) Phase change occurs	C
43	McCabe-Thiele method assumes: (A) Variable molar overflow (B) Constant molar overflow (C) Infinite reflux (D) Zero pressure drop	B
44	Ratio of inertial to viscous forces (dimensionless)? (A) Reynolds (B) Nusselt (C) Prandtl (D) Schmidt	A
45	Endothermic reaction has: (A) ΔH<0 (B) ΔH>0 (C) ΔG<0 (D) ΔS=0	B
46	Fanning friction factor for laminar pipe flow: (A) 64/Re (B) 16/Re (C) 0.079·Re^−0.25 (D) 0.316·Re^−0.25	B
47	CSTR at steady state: concentration inside is: (A) Highest at inlet (B) Spatially uniform (C) Decreasing exponentially (D) A function of time	B
48	Raoult's Law: (A) y_iP=x_iP_i^sat (B) PV=nRT (C) y_i=Hx_i (D) P_i=y_iP_total	A
49	Antoine equation calculates: (A) Heat capacity (B) Vapor pressure (C) Viscosity (D) Thermal conductivity	B
50	A catalyst increases reaction rate by: (A) Changing equilibrium constant (B) Lowering activation energy (C) Increasing temperature (D) Increasing reactant concentration	B
51	Best pump for highly viscous fluids? (A) Centrifugal (B) Axial (C) Positive displacement (D) Jet pump	C
52	To prevent cavitation, NPSHa must be: (A) Less than NPSHr (B) Greater than NPSHr (C) Equal to vapor pressure (D) Less than zero	B
53	Fick's First Law describes: (A) Heat conduction (B) Momentum transfer (C) Steady-state diffusion (D) Unsteady-state diffusion	C
54	Ratio of momentum diffusivity to thermal diffusivity: (A) Prandtl (B) Schmidt (C) Lewis (D) Peclet	A
55	In binary distillation, q-line for saturated liquid feed is: (A) Horizontal (B) Vertical (C) Diagonal (D) Curved	B
56	Fluid that exhibits yield stress before flowing: (A) Newtonian (B) Dilatant (C) Bingham plastic (D) Pseudoplastic	C
57	First Law of Thermodynamics is a statement of: (A) Entropy increase (B) Conservation of mass (C) Conservation of energy (D) Reversibility	C
58	Gibbs Phase Rule: (A) F=C−P+2 (B) F=P−C+2 (C) F=C+P−2 (D) F=C−P−2	A
59	To increase conversion of reversible exothermic reaction: (A) Increase temperature (B) Decrease temperature (C) Add inert gas (D) Decrease pressure	B
60	Joule-Thomson expansion of ideal gas is: (A) Isothermal (B) Isenthalpic (C) Isentropic (D) Isobaric	B

Section IV — Psychology: EPPP (Q61–Q80)

Q	Question	Answer
61	Piaget's stage for abstract logical thought? (A) Sensorimotor (B) Preoperational (C) Concrete operational (D) Formal operational	D
62	Inability to form new long-term memories suggests: (A) Retrograde amnesia (B) Anterograde amnesia (C) Proactive interference (D) Retroactive interference	B
63	In classical conditioning, the CS was originally a: (A) UCR (B) CR (C) Neutral stimulus (D) UCS	C
64	Dopamine hypothesis of schizophrenia implicates: (A) Serotonin (B) GABA (C) Dopamine (D) Acetylcholine	C
65	WAIS-IV primarily measures: (A) Personality (B) Achievement (C) Adult Intelligence (D) Adaptive Functioning	C
66	Systematic desensitization is based on: (A) Operant conditioning (B) Classical conditioning (C) Social learning (D) Cognitive restructuring	B
67	Vygotsky's ZPD refers to: (A) Psychosexual stages (B) Tasks done with guidance but not alone (C) Moral reasoning stages (D) Attachment styles	B
68	MMPI-2 “L” scale primarily measures: (A) Depression (B) Paranoia (C) Faking good/Defensiveness (D) Response inconsistency	C
69	Erikson's primary conflict of adolescence: (A) Trust vs. Mistrust (B) Intimacy vs. Isolation (C) Identity vs. Role Confusion (D) Generativity vs. Stagnation	C
70	Brain structure most critical for fear conditioning: (A) Hippocampus (B) Amygdala (C) Cerebellum (D) Thalamus	B
71	Removing aversive stimulus to increase behavior: (A) Positive reinforcement (B) Negative reinforcement (C) Positive punishment (D) Negative punishment	B
72	Festinger's discomfort from conflicting beliefs: (A) Cognitive dissonance (B) Self-perception theory (C) Social exchange theory (D) Reactance theory	A
73	SEM primarily used for: (A) Confidence intervals around obtained scores (B) Validity coefficients (C) Factor loadings (D) Reliability matrices	A
74	Child who ignores caregiver on reunion (Strange Situation): (A) Secure (B) Insecure-avoidant (C) Insecure-ambivalent (D) Disorganized	B
75	Big Five personality acronym: (A) OCEAN (B) MBTI (C) CPI (D) RIASEC	A
76	Beck's Cognitive Triad involves negative views of: (A) Self, World, Future (B) Id, Ego, Superego (C) Past, Present, Future (D) Family, Friends, Self	A
77	Damage to Broca's area typically causes: (A) Receptive aphasia (B) Expressive aphasia (C) Visual agnosia (D) Prosopagnosia	B
78	Hawthorne effect: behavioral changes from: (A) Fatigue (B) Being observed (C) Reinforcement schedules (D) Task difficulty	B
79	Reliability is necessary but not sufficient for: (A) Standardization (B) Variance (C) Validity (D) Norming	C
80	Most common comorbidity with ADHD in children: (A) OCD (B) ODD (C) ASD (D) Bipolar Disorder	B

Section V — Medicine: USMLE (Q81–Q100)

Q	Question	Answer
81	Resting tremor, bradykinesia, rigidity — dopaminergic neuron loss where? (A) Striatum (B) Substantia nigra (C) Cerebellum (D) Cortex	B
82	Drug of choice for anaphylactic shock? (A) Antihistamine (B) Corticosteroid (C) Epinephrine (D) Glucagon	C
83	Progressive PR interval lengthening then dropped QRS: (A) 1st degree AV block (B) Mobitz Type I (Wenckebach) (C) Mobitz Type II (D) 3rd degree AV block	B
84	Most common cause of community-acquired pneumonia? (A) H. influenzae (B) S. pneumoniae (C) M. pneumoniae (D) K. pneumoniae	B
85	Moon facies, truncal obesity, purple striae — excess hormone? (A) Thyroid (B) Growth hormone (C) Cortisol (D) Aldosterone	C
86	Philadelphia chromosome t(9;22) associated with: (A) AML (B) CML (C) ALL (D) CLL	B
87	Antidote for opioid overdose? (A) Flumazenil (B) Naloxone (C) Atropine (D) N-acetylcysteine	B
88	Vitamin deficiency causing scurvy? (A) Vitamin A (B) Vitamin B12 (C) Vitamin C (D) Vitamin D	C
89	RLQ pain, positive Rovsing's sign — most likely diagnosis? (A) Cholecystitis (B) Appendicitis (C) Diverticulitis (D) Pancreatitis	B
90	Hemophilia A: deficiency of which factor? (A) Factor VII (B) Factor VIII (C) Factor IX (D) vWF	B
91	Organism responsible for Lyme disease? (A) T. pallidum (B) B. burgdorferi (C) R. rickettsii (D) B. henselae	B
92	Reed-Sternberg cells are pathognomonic for: (A) Non-Hodgkin Lymphoma (B) Hodgkin Lymphoma (C) Multiple Myeloma (D) Burkitt Lymphoma	B
93	Classic lab profile for primary hypothyroidism: (A) High TSH, Low Free T4 (B) Low TSH, High Free T4 (C) Low TSH, Low Free T4 (D) High TSH, High Free T4	A
94	Autosomal dominant bilateral renal cysts + hematuria in adults: (A) ARPKD (B) ADPKD (C) Medullary sponge kidney (D) Alport syndrome	B
95	Acute STEMI treatment — which is NOT indicated? (A) Aspirin (B) Nitroglycerin (C) Calcium channel blockers (D) Heparin	C
96	Virchow's triad: (A) Stasis, Hypercoagulability, Endothelial damage (B) Pain, Pallor, Pulselessness (C) Fever, Jaundice, RUQ pain (D) Hypotension, JVD, Muffled heart sounds	A
97	Gold standard for diagnosing pulmonary embolism? (A) D-dimer (B) Venous Doppler (C) CT pulmonary angiography (D) Chest X-ray	C
98	CNS demyelination with relapsing-remitting episodes? (A) Guillain-Barré (B) Multiple Sclerosis (C) ALS (D) Myasthenia gravis	B
99	Gout: deposition of which crystal? (A) Calcium pyrophosphate (B) Monosodium urate (C) Hydroxyapatite (D) Calcium oxalate	B
100	Macrocytic anemia + subacute combined degeneration: deficiency in? (A) Iron (B) Folate (C) Vitamin B12 (D) Vitamin B6	C

Section VI — Healthcare: NCLEX-RN (Q101–Q120)

Q	Question	Answer
101	Lithium therapy — most critical electrolyte to monitor? (A) Potassium (B) Sodium (C) Calcium (D) Magnesium	B
102	Best position immediately post-seizure? (A) Supine (B) Prone (C) Side-lying (D) High Fowler's	C
103	Normal fasting blood glucose range? (A) 40–60 mg/dL (B) 70–100 mg/dL (C) 120–150 mg/dL (D) 150–200 mg/dL	B
104	Signs of transfusion reaction — first action? (A) Call physician (B) Administer Benadryl IV (C) Stop the transfusion (D) Check vital signs	C
105	Positive Trousseau's and Chvostek's signs indicate: (A) Hyperkalemia (B) Hypocalcemia (C) Hypernatremia (D) Hypomagnesemia	B
106	Technique for IM iron dextran to minimize tissue staining? (A) Subcutaneous (B) Z-track method (C) IV push (D) Deltoid	B
107	Ear drops in adult — pinna direction? (A) Down and back (B) Up and back (C) Straight down (D) Straight out	B
108	Rapid-acting insulin formulation? (A) NPH (B) Glargine (C) Lispro (D) Regular	C
109	Antidote for warfarin overdose? (A) Protamine sulfate (B) Vitamin K (C) Naloxone (D) Flumazenil	B
110	COPD patient's primary breathing stimulus? (A) High CO₂ (B) Low O₂ (hypoxic drive) (C) High pH (D) Low HCO₃	B
111	Positive Mantoux in low-risk individual: induration threshold? (A) >5 mm erythema (B) >15 mm induration (C) >10 mm erythema (D) >5 mm induration	B
112	Normal lochia color 3 days postpartum? (A) Alba (B) Serosa (C) Rubra (D) Purulenta	C
113	Characteristic finding in compartment syndrome? (A) Pain unrelieved by opioids (B) Warm extremity (C) Bounding pulses (D) Localized erythema only	A
114	Priority intervention for autonomic dysreflexia? (A) Administer beta blocker (B) Elevate HOB to 90° (C) Place client flat (D) Insert urinary catheter	B
115	Priority assessment before digoxin? (A) Respiratory rate (B) Apical pulse 1 full minute (C) Blood pressure (D) Temperature	B
116	Classic sign of intussusception in infants? (A) Projectile vomiting (B) Ribbon-like stools (C) Currant jelly stools (D) Clay-colored stools	C
117	PPE required for airborne precautions? (A) Surgical mask (B) N95 respirator (C) Gown and gloves only (D) Face shield alone	B
118	Glasgow Coma Scale assesses: (A) Eye, Verbal, Motor (B) Reflexes, Sensation, Movement (C) Pupils, Pulses, Pain (D) Airway, Breathing, Circulation	A
119	Most accurate indicator of fluid volume status over time? (A) Intake and Output (B) Daily weights (C) Skin turgor (D) Blood pressure	B
120	Recommended diet for CKD? (A) High protein, high sodium (B) Low protein, low potassium (C) High carbohydrate, high phosphorus (D) Low carbohydrate, high calcium	B

Section VII — Real Estate: Broker Exam (Q121–Q140)

Q	Question	Answer
121	Tenancy at sufferance: (A) Tenant remains after lease expires without consent (B) Month-to-month (C) Landlord breaches (D) 99-year lease	A
122	Title legally passes when deed is: (A) Signed (B) Notarized (C) Delivered to and accepted by grantee (D) Recorded	C
123	Government takes private property for public use with just compensation: (A) Police power (B) Escheat (C) Eminent domain (D) Zoning	C
124	Clause making entire loan balance due on default: (A) Defeasance (B) Alienation (C) Acceleration (D) Subordination	C
125	Steering in real estate: (A) Refusing loans in certain areas (B) Directing buyers based on protected class (C) Inducing panic selling (D) Misrepresenting boundaries	B
126	Best appraisal approach for a public library? (A) Income (B) Sales comparison (C) Cost (D) Gross rent multiplier	C
127	Easement by prescription obtained through: (A) Written agreement (B) Necessity of access (C) Continuous, open, hostile use for statutory period (D) Government grant	C
128	Most comprehensive form of real property ownership: (A) Fee simple absolute (B) Life estate (C) Leasehold (D) Fee simple defeasible	A
129	Listing agreement is between seller and: (A) Buyer (B) Broker (C) Salesperson (D) Escrow agent	B
130	RESPA applies to: (A) Commercial properties (B) All-cash transactions (C) Federally related mortgage loans on 1–4 family residential (D) Agricultural loans	C
131	Greatest buyer protection against title defects: (A) Quitclaim (B) Special warranty (C) General warranty (D) Bargain and sale deed	C
132	Dual agency legally requires: (A) Written informed consent from both parties (B) Broker also licensed attorney (C) Different agents same firm (D) Escrow approval	A
133	Loan fully paid off by end of term: (A) Balloon loan (B) Fully amortized loan (C) Interest-only (D) ARM	B
134	Statute of Frauds requires real estate contracts to be: (A) Witnessed by two parties (B) In writing (C) Recorded (D) Notarized	B
135	NOI $50,000, cap rate 10%. Estimated value? (A) $500,000 (B) $5,000,000 (C) $50,000 (D) $100,000	A
136	Escheat: state claims property when owner dies: (A) With valid will (B) Intestate with heirs (C) Intestate without heirs (D) With unpaid taxes	C
137	Contractor lien for unpaid labor/materials: (A) Tax lien (B) Mechanic's lien (C) Mortgage lien (D) Judgment lien	B
138	“Time is of the essence” means: (A) Expires in 24 hours (B) Strict adherence to deadlines required (C) Closing occurs immediately (D) Either party may cancel	B
139	Fiduciary duty requiring confidentiality of principal's information: (A) Loyalty (B) Disclosure (C) Confidentiality (D) Obedience	C
140	PMI typically required when LTV exceeds: (A) 50% (B) 70% (C) 80% (D) 100%	C

Section VIII — Finance/Accounting: CPA (Q141–Q160)

Q	Question	Answer
141	Financial statement showing assets, liabilities, equity at a point in time? (A) Income Statement (B) Cash Flows (C) Balance Sheet (D) Retained Earnings	C
142	Fundamental accounting equation: (A) Assets=Liabilities+Equity (B) Net Income=Revenue−Expenses (C) Assets=Equity−Liabilities (D) Cash=Inflows−Outflows	A
143	Recording revenue when earned regardless of cash receipt: (A) Matching principle (B) Cash basis (C) Accrual basis (D) Conservatism	C
144	Goodwill recognized only when: (A) Strong brand built (B) Business purchased above fair value (C) Stock prices increase (D) Patents internally generated	B
145	R&D costs under GAAP generally: (A) Capitalized (B) Expensed as incurred (C) Amortized 5 years (D) Ignored until completion	B
146	Rising prices — highest net income inventory method: (A) LIFO (B) FIFO (C) Weighted Average (D) Specific Identification	B
147	Audit opinion that statements are fairly presented in all material respects: (A) Qualified (B) Adverse (C) Disclaimer (D) Unmodified (Clean)	D
148	Organization establishing US GAAP: (A) SEC (B) FASB (C) AICPA (D) IRS	B
149	Depreciation: (A) Asset valuation (B) Cost allocation over useful life (C) Cash accumulation for replacement (D) Physical replacement	B
150	Primary purpose of auditor's consideration of internal controls: (A) Prevent all fraud (B) Determine nature, timing, extent of substantive testing (C) Guarantee accuracy (D) Provide consulting	B
151	Treasury stock classified as: (A) Asset (B) Liability (C) Contra-equity (D) Revenue	C
152	GAAP: contingent liability accrued when: (A) Probable and estimable (B) Possible and estimable (C) Probable but not estimable (D) Remote	A
153	Non-cash operating expense without cash outflow: (A) Salaries (B) Rent (C) Depreciation (D) Interest	C
154	Adverse opinion issued when: (A) Scope limitation (B) Material and pervasive misstatements (C) Lacks independence (D) Going concern	B
155	Deferred revenue classified as: (A) Asset (B) Liability (C) Revenue (D) Expense	B
156	SOX requires management to certify: (A) Tax returns (B) Effectiveness of internal controls over financial reporting (C) Competitor data (D) Background checks	B
157	Current ratio: (A) Current Assets/Current Liabilities (B) Net Income/Net Sales (C) Total Assets/Total Equity (D) Total Debt/Total Equity	A
158	EPS calculated using: (A) Gross profit (B) Net income/weighted avg shares (C) Operating cash flow (D) Retained earnings	B
159	Subsequent event evidencing conditions at balance sheet date requires: (A) Disclosure only (B) Adjustment to financial statements (C) No action (D) Adverse opinion	B
160	Amortization applies to: (A) Land (B) Equipment (C) Intangible assets with finite useful lives (D) Natural resources	C

Section IX — Architecture: ARE (Q161–Q180)

Q	Question	Answer
161	Best passive strategy for hot, arid climate buildings? (A) Large east windows (B) High thermal mass with night ventilation (C) Lightweight construction (D) South glazing	B
162	ADA minimum clear floor space for wheelchair 180° turn: (A) 36″ (B) 48″ (C) 60″ (D) 72″	C
163	FAR defined as: (A) Building height/lot width (B) Total floor area/total lot area (C) Lot area/building footprint (D) Gross area/net area	B
164	Design-Bid-Build: (A) Contractor in design phase (B) Single entity design+construction (C) Design complete first, then bids, then construction (D) Overlapping construction/design	C
165	Schedule of Values primarily used for: (A) Bidding (B) Progress payment applications (C) Permitting (D) Punch list	B
166	Mortar type with highest compressive strength: (A) Type M (B) Type S (C) Type N (D) Type O	A
167	IBC: egress doors swing toward egress for occupant load at least: (A) 10 (B) 25 (C) 50 (D) 100	C
168	Legal document granting authority to occupy a completed building: (A) Building Permit (B) Certificate of Occupancy (C) Notice of Completion (D) Zoning Variance	B
169	Drawing scale most typical for site/plot plan: (A) ¼″=1′-0″ (B) ⅛″=1′-0″ (C) 1″=20′-0″ (D) 3″=1′-0″	C
170	A mullion is: (A) Horizontal structural beam (B) Vertical member dividing adjacent window panes (C) Concrete spread footing (D) Roof overhang	B
171	HVAC system distributing conditioned air via ducts: (A) Hydronic (B) VAV (C) Radiant floor (D) VRF	B
172	Under AIA A201, who is the Initial Decision Maker for disputes: (A) Owner (B) Contractor (C) Architect (D) Arbitrator	C
173	Galvanic corrosion occurs when: (A) Wood exposed to moisture (B) Concrete spalls from freeze-thaw (C) Dissimilar metals contact with electrolyte (D) Paint fails to adhere	C
174	Zoning “setback” requirement dictates: (A) Maximum height (B) Minimum distance from property lines (C) Required parking (D) Allowed uses	B
175	R-value of insulation measures: (A) Compressive strength (B) Thermal resistance (C) Sound Transmission Class (D) Fire resistance rating	B
176	Flat concrete slab on columns with no beams: (A) Waffle slab (B) Flat plate (C) One-way slab (D) Space frame	B
177	Life Cycle Cost Analysis includes: (A) Initial costs only (B) Initial, maintenance, operating costs over system life (C) Aesthetic value (D) Marketing costs	B
178	“Punch list” created during which phase? (A) Schematic Design (B) Bidding (C) Construction Administration/Closeout (D) Programming	C
179	An easement is: (A) Property tax assessment (B) Non-possessory right to use another's land for limited purpose (C) Building permit (D) Deed restriction	B
180	Clerestory primarily used to: (A) Support roof loads (B) Admit natural daylight into interior (C) House HVAC equipment (D) Serve as fire barrier	B

Section X — IT/Security: CISSP (Q181–Q200)

Q	Question	Answer
181	CIA triad's third element (after Confidentiality and Integrity): (A) Authentication (B) Authorization (C) Availability (D) Accountability	C
182	Access control enforcing security by classification level (Unclassified/Secret/Top Secret): (A) MAC (B) DAC (C) RBAC (D) ABAC	A
183	Asymmetric encryption uses: (A) Single shared key (B) Mathematically linked public/private key pair (C) Hash functions exclusively (D) Block ciphers exclusively	B
184	Cryptographic hash function primarily provides: (A) Confidentiality (B) Availability (C) Integrity (D) Non-repudiation	C
185	Most effective defense against social engineering? (A) Next-gen firewalls (B) Antivirus (C) Security awareness training (D) IPS/IDS	C
186	XSS attacks primarily exploit: (A) Network routers (B) Web applications (C) OS kernels (D) Wireless access points	B
187	False positive in an IDS means: (A) Real attack undetected (B) Legitimate traffic flagged as malicious (C) IDS crashed (D) Malicious traffic correctly identified	B
188	IPsec operates at which OSI layer? (A) Layer 2 (B) Layer 3 (C) Layer 4 (D) Layer 7	B
189	Concealing a secret message within an ordinary file: (A) Encryption (B) Steganography (C) Hashing (D) Obfuscation	B
190	Protocol providing secure encrypted remote CLI access: (A) Telnet (B) FTP (C) SSH (D) HTTP	C
191	Buffer overflow attempts to: (A) Exhaust bandwidth (B) Write data beyond buffer boundaries to overwrite adjacent memory (C) Guess passwords (D) Intercept Wi-Fi	B
192	RAID 1 provides fault tolerance through: (A) Striping without parity (B) Mirroring (C) Striping with parity (D) JBOD	B
193	“Accepting the risk” means: (A) Buying insurance (B) Implementing controls (C) Acknowledging risk and choosing not to act (D) Outsourcing	C
194	Non-repudiation primarily achieved via: (A) Symmetric keys (B) Digital signatures (C) VPN tunnels (D) Firewalls	B
195	Physical security control: (A) Complex password policies (B) Biometric authentication (C) Mantrap (D) Full-disk encryption	C
196	Principle of Least Privilege means: (A) Full admin rights (B) Only minimum access necessary for job (C) Read access to all unclassified data (D) Shared accounts	B
197	Zero-day vulnerability: (A) Exists for exactly one day (B) Unknown to vendor, no patch (C) Trivially easy to fix (D) Affects zero systems	B
198	Penetration testing: (A) Passive monitoring (B) Authorized simulated cyberattacks to identify vulnerabilities (C) Writing security code (D) Creating backup procedures	B
199	Most secure wireless security protocol currently: (A) WEP (B) WPA (C) WPA2 (D) WPA3	D
200	Man-in-the-Middle (MitM) attack: (A) Flooding target (B) Secretly intercepting and altering communication between two parties (C) Fake websites (D) Encrypting victim files for ransom	B

Scoring Rubric

Score	Percentage	Competency Level
0–79	0–39%	Below Competency
80–119	40–59%	Developing
120–139	60–69%	Marginal Pass
140–159	70–79%	Competent / License Qualified
160–179	80–89%	Proficient
180–200	90–100%	Expert / Mastery

The Competent / License Qualified threshold (≥140) reflects the approximate passing score range for most of the referenced examinations. Section-level scores reveal domain-specific strengths and weaknesses independently of the overall score.

Summary

The PLE Benchmark is the most professionally targeted evaluation in the NotesXML benchmark suite. A model at Competent / License Qualified level can be reasonably trusted to assist with domain-specific professional tasks — drafting clinical notes, reviewing contract language, analyzing financial statements, or explaining security concepts — with accuracy comparable to a licensed professional. Section-level scores are equally useful: a model may score Expert in CISSP while scoring Developing in MBE, revealing where it can be trusted and where it should be supplemented by human expertise.

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