Datasets:
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Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 5 new columns ({'Character Count', 'Token Count', 'Chunk Text', 'Unnamed: 0', 'Chunk ID'}) and 5 missing columns ({'Agent', 'Question', 'Answer', 'User', 'ID'}).
This happened while the csv dataset builder was generating data using
hf://datasets/leeroy-jankins/DOD-Instruction-1400-25-Civilian-Personnel-Management-System/chunks/DoD Instruction 1400-25v430 Civilian Personnel Management System Performance.csv (at revision 17c6f2048e6eef33a7ea5f6d5dcbefad74774c99), ['hf://datasets/leeroy-jankins/DOD-Instruction-1400-25-Civilian-Personnel-Management-System@17c6f2048e6eef33a7ea5f6d5dcbefad74774c99/DoD Instruction 1400-25 Volume 430 Civilian Personnel Performance Management.csv', 'hf://datasets/leeroy-jankins/DOD-Instruction-1400-25-Civilian-Personnel-Management-System@17c6f2048e6eef33a7ea5f6d5dcbefad74774c99/chunks/DoD Instruction 1400-25v430 Civilian Personnel Management System Performance.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
Unnamed: 0: int64
Chunk ID: int64
Chunk Text: string
Token Count: int64
Character Count: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 873
to
{'ID': Value('int64'), 'User': Value('string'), 'Question': Value('string'), 'Agent': Value('string'), 'Answer': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 5 new columns ({'Character Count', 'Token Count', 'Chunk Text', 'Unnamed: 0', 'Chunk ID'}) and 5 missing columns ({'Agent', 'Question', 'Answer', 'User', 'ID'}).
This happened while the csv dataset builder was generating data using
hf://datasets/leeroy-jankins/DOD-Instruction-1400-25-Civilian-Personnel-Management-System/chunks/DoD Instruction 1400-25v430 Civilian Personnel Management System Performance.csv (at revision 17c6f2048e6eef33a7ea5f6d5dcbefad74774c99), ['hf://datasets/leeroy-jankins/DOD-Instruction-1400-25-Civilian-Personnel-Management-System@17c6f2048e6eef33a7ea5f6d5dcbefad74774c99/DoD Instruction 1400-25 Volume 430 Civilian Personnel Performance Management.csv', 'hf://datasets/leeroy-jankins/DOD-Instruction-1400-25-Civilian-Personnel-Management-System@17c6f2048e6eef33a7ea5f6d5dcbefad74774c99/chunks/DoD Instruction 1400-25v430 Civilian Personnel Management System Performance.csv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
ID int64 | User string | Question string | Agent string | Answer string |
|---|---|---|---|---|
1 | User | What is the primary purpose of the DoD civilian performance-management volume? | Agent | The volume implements performance management for civilian personnel across the Department of Defense. It prescribes procedures, delegates authority, and assigns responsibilities for managing employee performance. It also establishes the DoD Performance Appraisal System. The broader instruction provides policy, guidelin... |
2 | User | What prior issuance did the current performance-management volume replace? | Agent | The volume reissues and cancels the August 5, 2014 edition of DoD Instruction 1400.25, Volume 430, as amended. The current issuance became effective on January 17, 2025. Change 1 became effective on January 27, 2026. The replacement preserves the Department’s performance-management framework while updating applicable p... |
3 | User | What was the purpose of Change 1 to the performance-management volume? | Agent | Change 1 made administrative changes to the issuance. Its stated purpose was to update language to comply with Executive Order 14168. The change did not establish a new performance-appraisal framework. The underlying responsibilities, program objectives, and appraisal-system requirements remained in place. Components s... |
4 | User | Which organizations are covered by the volume? | Agent | The volume applies to the Office of the Secretary of Defense and the Military Departments. It also applies to the Office of the Chairman of the Joint Chiefs of Staff, the Joint Staff, and the Combatant Commands. The Office of Inspector General of the Department of Defense, Defense Agencies, and DoD Field Activities are... |
5 | User | What overall policy objective does DoD performance management serve? | Agent | Performance management is used to improve individual, team, and organizational performance. The policy links employee performance to mission and organizational outcomes. It also establishes management accountability for equal employment opportunity practices and principles. Performance management is therefore both an o... |
6 | User | Why is equal employment opportunity incorporated into performance management? | Agent | The volume treats EEO accountability as an integral part of effective management. Supervisors, managers, and other employees with EEO responsibilities must have a critical element and related standards addressing those duties. This makes EEO performance assessable rather than merely aspirational. It also aligns apprais... |
7 | User | Who has overall responsibility for DoD performance-management policy? | Agent | The Assistant Secretary of Defense for Manpower and Reserve Affairs has overall responsibility for DoD performance-management policy. This responsibility is exercised under the authority, direction, and control of the Under Secretary of Defense for Personnel and Readiness. The role is Department-wide rather than limite... |
8 | User | What is the role of the Deputy Assistant Secretary of Defense for Civilian Personnel Policy? | Agent | The DASD(CPP) supports development of the civilian personnel policy covered by the volume. The office monitors Component execution to promote consistent implementation throughout DoD. It provides strategic direction and oversight for performance management. It also establishes the DoD Performance Appraisal System and a... |
9 | User | How does the DASD(CPP) support consistency across DoD Components? | Agent | The DASD(CPP) monitors how Components execute performance-management policy. This oversight is intended to ensure that the policy is implemented and applied consistently throughout the Department. The office also provides strategic direction, advice, and interpretation. Proposed new or revised appraisal programs are co... |
10 | User | Who approves proposed new or revised performance-appraisal programs? | Agent | Proposed new or revised programs are submitted through the DASD(CPP). The DASD(CPP) receives and coordinates those proposals. Approval authority rests with the Under Secretary of Defense for Personnel and Readiness. Components may not independently establish a noncompliant appraisal system. The review process ensures c... |
11 | User | What support does the Director of the Department of Defense Human Resources Activity provide? | Agent | The Director of DoDHRA supports the DASD(CPP) in carrying out responsibilities under the volume. This support is provided under the authority, direction, and control of the Under Secretary of Defense for Personnel and Readiness. The volume does not assign the Director independent policy-setting authority for the apprai... |
12 | User | What responsibilities do DoD Component heads have for performance-appraisal programs? | Agent | Component heads oversee development, implementation, application, and evaluation of appraisal programs within their Components. They must ensure that programs established or revised after the issuance’s effective date comply with the DoD Performance Appraisal System. Programs must also comply with DoD Directive 1400.25... |
13 | User | Why must performance-appraisal programs be integrated with mission goals? | Agent | The programs are intended to support organizational and mission goals rather than operate as isolated human-resources processes. Performance plans should translate organizational objectives into employee and team expectations. This helps employees understand how their work contributes to mission accomplishment. It also... |
14 | User | How are performance-appraisal programs used as management tools? | Agent | They help managers communicate and clarify organizational goals and objectives. They also support planning, monitoring, developing, and evaluating performance. Managers may use appraisal results to recognize strong contributions and address deficiencies. The programs also provide a basis for appropriate personnel actio... |
15 | User | What accountability does the volume establish for employees, teams, and managers? | Agent | Appraisal programs identify accountability for achieving individual, team, and organizational goals. Employees are accountable for their own performance and contributions. Team leaders and supervisors are accountable for guiding and monitoring work. Managers are accountable for aligning performance with mission require... |
16 | User | What performance-management activities must appraisal programs support? | Agent | Programs must support planning, monitoring, developing, and evaluating performance. They must use appropriate measures to recognize and reward employees. Appraisal results must also support appropriate personnel actions. The system therefore spans the full performance cycle. It is intended to help improve future perfor... |
17 | User | How do merit-system principles affect performance-management programs? | Agent | Programs must support and remain consistent with the merit-system principles in section 2301 of title 5. This means performance management must be administered fairly and lawfully. Decisions should be based on legitimate job-related factors. The system should not be used to circumvent merit requirements. Component prog... |
18 | User | What role do employees and their representatives have in program development? | Agent | Programs must support employee and representative involvement in development, implementation, and application. Represented employees participate consistent with chapter 71 of title 5. For nonrepresented employees, DoD organizations determine the participation method consistent with law and regulation. The volume also e... |
19 | User | Why is participant training required in performance-appraisal programs? | Agent | Appropriate training helps participants understand their responsibilities and the system’s requirements. Supervisors need to know how to establish standards, monitor performance, and conduct reviews. Employees need to understand expectations, ratings, and opportunities for participation. Training also supports consiste... |
20 | User | What employee behaviors does the performance-management framework encourage? | Agent | The framework encourages employees to improve continuously. It also promotes support for team endeavors and professional development. Employees are expected to perform at their full potential. These expectations reinforce both individual growth and organizational effectiveness. The program is therefore designed to moti... |
21 | User | What shared responsibility do managers, supervisors, team leaders, and employees have? | Agent | They are separately and collectively responsible for individual, team, and organizational performance. They must help create a work culture that supports high performance. They also share responsibility for promoting employee involvement. This means performance management is not solely a supervisory function. Employees... |
22 | User | How are performance appraisals related to broader performance management? | Agent | Performance appraisals are an integral part of performance management. They provide formal evaluations of performance under established plans and standards. However, performance management also includes planning, monitoring, feedback, development, and recognition. The appraisal is therefore one component of a continuin... |
23 | User | Why are awards considered part of performance management? | Agent | Awards acknowledge, motivate, and reward significant achievements or contributions. They may recognize individual, team, or organizational accomplishments. Their use helps reinforce behaviors and results valued by the organization. Awards therefore complement appraisal and development activities. They must be administe... |
24 | User | What nondiscrimination principles apply to performance-based awards? | Agent | Awards must be granted consistently with EEO policy and free from discrimination. The volume identifies race, color, religion, age, sex, pregnancy and related conditions, sexual orientation, national origin, disability, and genetic information. Decisions must therefore rely on legitimate performance-related criteria. T... |
25 | User | Which issuance governs DoD awards programs connected to performance management? | Agent | Volume 451 of DoD Instruction 1400.25 governs DoD awards policies, procedures, and requirements. It includes performance-based awards for employees participating in performance-management programs under Volume 430. Volume 430 establishes the performance-management framework, while Volume 451 governs the awards mechanis... |
26 | User | What is the purpose of the DoD Performance Appraisal System? | Agent | The system governs all DoD performance-appraisal programs established or revised after its effective date. It sets Department-wide policies and parameters for those programs. It ensures compliance with applicable DoD policy, title 5 statutes, title 5 regulations, and other laws. It also provides a common framework whil... |
27 | User | What external approval supports the DoD Performance Appraisal System? | Agent | The system was approved through an Office of Personnel Management letter dated August 10, 2021. That approval provides Federal personnel-management authority for the system’s structure. The volume identifies where the approval letter is available. Component programs established under the system must remain within the a... |
28 | User | Which DoD Components are covered by the appraisal system? | Agent | The system applies to all DoD Components except those excluded by applicable law. The coverage is therefore broad and Department-wide. A Component cannot opt out solely by local preference. Exclusions must be grounded in legal authority. This approach promotes consistency among organizations while respecting statutory ... |
29 | User | Which employees are generally covered by the DoD Performance Appraisal System? | Agent | The system generally covers appropriated-fund employees employed by DoD. Coverage is subject to specific statutory and program exclusions. Employees in covered positions receive performance plans and ratings under an authorized Component program. The system does not automatically apply to every civilian category. Deter... |
30 | User | Why are certain locally paid employees outside the United States excluded? | Agent | Employees outside the United States who are paid according to prevailing local-national rates are excluded under section 4301 of title 5. Their employment systems are governed by different statutory arrangements. The exclusion recognizes that the Federal performance-appraisal framework does not apply uniformly to all o... |
31 | User | Why are Senior Executive Service employees excluded? | Agent | Members of the Senior Executive Service are excluded by section 4301 of title 5. SES performance management is governed under separate statutory and regulatory provisions. Applying the general DoD Performance Appraisal System would conflict with that separate framework. Their exclusion is therefore legal rather than di... |
32 | User | Why are senior-level and scientific or professional employees excluded? | Agent | DoD senior professionals paid under section 5376 of title 5 are excluded from this appraisal system. These employees are covered by separate performance-management authorities. Their compensation and appraisal structures differ from those of ordinary covered appropriated-fund employees. The exclusion prevents overlappi... |
33 | User | Why are presidential appointees excluded from the appraisal system? | Agent | Individuals appointed by the President are excluded under section 4301 of title 5. Their appointment status places them outside the ordinary statutory appraisal framework. The exclusion is mandatory. Components may not place them under this system merely for convenience. Any performance review must be handled under the... |
34 | User | When may a short-term excepted-service employee be excluded? | Agent | An excepted-service employee may be excluded when employment is not reasonably expected to exceed the program’s minimum performance period within a consecutive 12-month period. The exclusion reflects the impracticality of preparing a meaningful rating without sufficient performance time. It must be grounded in the stat... |
35 | User | Why are Defense Civilian Intelligence Personnel System employees excluded? | Agent | Those employees are covered by Volume 2011 of DoD Instruction 1400.25. That volume establishes the performance-management system for DCIPS positions. Applying Volume 430 would create overlapping coverage. The exclusion preserves the specialized intelligence personnel framework. Components must classify positions correc... |
36 | User | Why is the DoD Civilian Acquisition Workforce Personnel Demonstration Project excluded? | Agent | The demonstration project has authority to waive portions of chapter 43 of title 5 and part 430 of title 5 regulations. Its performance-management practices are governed under the project’s approved demonstration authority. The exclusion prevents conflict with those special provisions. Employees in the project should b... |
37 | User | Why are Science and Technology Reinvention Laboratory demonstration projects excluded? | Agent | Those projects operate under section 4121 of title 10 and may waive portions of chapter 43 and part 430. Their personnel systems are designed as statutory demonstration projects. This allows alternative performance-management approaches. Volume 430 therefore does not govern positions covered by those waivers. The exclu... |
38 | User | Under what conditions may a temporary employee serve without a performance evaluation? | Agent | The individual must be serving under a temporary appointment of less than one year. The employee must agree to serve without a performance evaluation. The employee also must not be considered for reappointment or a pay increase based wholly or partly on performance. All three conditions must be satisfied. If one condit... |
39 | User | Why are Civil Service Mariners of Military Sealift Command excluded? | Agent | Their exclusion is based on a February 24, 1981 Office of Personnel Management memorandum. The volume expressly identifies that authority. Their employment circumstances are treated separately from the general DoD appraisal system. Components must use the relevant specialized policy. The exclusion remains effective unl... |
40 | User | Why are certain NATO and SHAPE employees excluded? | Agent | U.S. citizen excepted-service employees of NATO and Supreme Headquarters Allied Powers Europe international staff are excluded. Their positions operate within international staffing arrangements. Those arrangements may be governed by distinct personnel rules. Volume 430 therefore does not automatically apply. The exclu... |
41 | User | Can employees be excluded under authorities not individually listed in the volume? | Agent | Yes, individuals excluded under other applicable laws are also outside the system. This provision recognizes that the list may not capture every statutory exclusion. The legal authority must be valid and applicable to the employee or position. Components cannot create exclusions solely through local policy. Any exclusi... |
42 | User | What must each DoD Component do regarding performance-appraisal programs? | Agent | Each Component must continue current programs or establish one or more programs consistent with the implementation provisions. New or revised programs must comply with the DoD Performance Appraisal System. They must also identify coverage, rating structure, appraisal period, and procedures. Components remain responsibl... |
43 | User | What statements must a new or revised appraisal program contain? | Agent | It must state that it complies with the DoD Performance Appraisal System. It must identify the effective date and covered employees. It must designate a summary-level pattern. It must specify the appraisal period and the procedures for the full performance cycle. These statements make the program’s legal and administra... |
44 | User | Why must an appraisal program specify its effective date? | Agent | The date identifies when the program begins governing covered employees. It distinguishes the new or revised program from a prior system. It also supports orderly transition and recordkeeping. Personnel actions and ratings must be associated with the correct program. Without an effective date, coverage and procedural a... |
45 | User | Why must an appraisal program identify covered employees? | Agent | Coverage determines who is subject to the program’s plans, standards, and rating procedures. It prevents employees from being placed under an unauthorized system. It also helps identify excluded categories. Clear coverage supports consistency, notice, and administrative control. The volume prohibits concurrent coverage... |
46 | User | Why must an appraisal program designate a summary-level pattern? | Agent | The pattern establishes which summary levels are available for ratings of record. It creates a consistent method for assigning overall performance categories. The program may use only one pattern. The chosen pattern must align with the summary-level table in the volume. Without a designated pattern, ratings could be in... |
47 | User | What must an appraisal program specify about the performance cycle? | Agent | It must specify procedures and requirements for planning, monitoring, developing, evaluating, and rewarding performance. These functions represent the complete performance-management cycle. The program cannot focus solely on end-of-year ratings. It must also explain how performance is communicated and improved. This en... |
48 | User | What is the purpose of the required savings provision? | Agent | The savings provision protects actions, rights, or procedures established under a prior approved plan during transition. It must be comparable to section 430.201(b) of title 5 regulations. This allows continuity when a new or revised program becomes effective. It helps avoid invalidating ongoing performance actions. Th... |
49 | User | May one employee be covered by multiple appraisal programs at the same time? | Agent | No, concurrent coverage by multiple performance-appraisal programs is prohibited. Each employee must be assigned to one applicable program. This prevents conflicting standards, rating patterns, and procedures. It also ensures clarity regarding supervisory responsibilities. Components must resolve overlaps before implem... |
50 | User | What is required in an employee’s performance plan? | Agent | The employee must have an approved written or otherwise recorded plan. The plan must be based on work assignments and responsibilities. It must cover the official appraisal period. It must include all critical and non-critical elements and related standards. The plan may also contain additional performance elements and... |
51 | User | When should employees receive their performance plans? | Agent | Plans should be provided at the beginning of the appraisal period. Normally, this occurs within 30 calendar days. Timely delivery gives employees notice of expectations before substantial performance occurs. It also allows early discussion and clarification. Delayed plans can undermine the fairness and usefulness of th... |
52 | User | What is the difference among critical, non-critical, and additional elements? | Agent | Critical and non-critical elements are formally rated components of a performance plan. Additional elements may also describe expected performance but have a different regulatory role. The plan may contain any combination of the three categories. However, at least one critical element addressing individual performance ... |
53 | User | Why must every performance plan contain at least one critical element? | Agent | A critical element identifies work so important that unacceptable performance can affect the employee’s overall standing. Requiring at least one such element ensures that individual performance is meaningfully evaluated. It also supports personnel actions when essential duties are not performed acceptably. The critical... |
54 | User | May a performance plan contain only critical elements? | Agent | Yes, the plan may contain any combination of critical, non-critical, and additional elements. A plan composed entirely of critical elements is therefore permissible. It must still include related performance standards. The program must apply rating procedures consistently. The choice of elements should reflect job duti... |
55 | User | How are represented employees involved in performance-appraisal programs? | Agent | Their involvement must occur consistently with chapter 71 of title 5. This means labor-relations obligations must be observed. The exclusive representative may have bargaining or participation rights. Components cannot substitute informal involvement for statutory labor requirements. Program development and application... |
56 | User | How are nonrepresented employees involved in appraisal programs? | Agent | DoD organizations determine the participation method for nonrepresented employees. The method must remain consistent with applicable laws and regulations. Participation may occur during program development, implementation, or application. Employees should also be encouraged to help establish standards. The exact method... |
57 | User | Why should employees participate in establishing performance standards? | Agent | Participation can improve employee understanding of expectations. It can also help ensure that standards reflect actual work conditions. Involvement may increase commitment and reduce ambiguity. Supervisors retain responsibility for approving lawful and appropriate standards. Employee participation does not transfer ma... |
58 | User | What is an official appraisal period? | Agent | It is the period during which employee performance is monitored for a rating of record. Programs must formally establish the period. Ratings are generally prepared annually. Longer periods may be permitted in some circumstances. The period provides the time frame against which performance is evaluated. |
59 | User | Are annual ratings always required? | Agent | Employees are generally provided a rating of record annually. However, longer appraisal periods may be granted in some situations. Any alternative must be authorized by the program. The system still requires meaningful monitoring and evaluation. Components should not extend periods merely to avoid completing ratings. |
60 | User | When must a rating of record be issued after an appraisal period ends? | Agent | It must be given as soon as practicable after the period ends. The organization should not delay the rating unnecessarily. If the employee has not met the minimum period of performance, the appraisal period should be extended. The rating must then be prepared as soon as the necessary conditions are met. This preserves ... |
61 | User | What happens when an employee has not completed the minimum performance period? | Agent | The appraisal period should generally be extended until the minimum requirement is met. The employee should then receive a rating as soon as practicable. A rating should not ordinarily be prepared without sufficient observed performance. The exception involves certain within-grade increase requirements. The extension e... |
62 | User | When may a more current rating be required for a within-grade increase decision? | Agent | A current rating is required when a within-grade increase decision is inconsistent with the employee’s most recent rating of record. Section 531.404 of title 5 regulations governs this situation. The organization must prepare a more current rating. This may require action outside the normal annual cycle. The rating sup... |
63 | User | How many rating levels must be available for each critical element? | Agent | At least two rating levels must be available for every critical element. Those levels must include “fully successful” or equivalent and “unacceptable.” Programs may provide additional levels. The structure must allow meaningful differentiation in performance. A one-level critical element would not satisfy the volume. |
64 | User | How many rating levels must be available for each non-critical element? | Agent | At least two rating levels must also be available for each non-critical element. The exact labels depend on the appraisal program. The program should define how those levels contribute to the overall rating. Non-critical elements may affect the summary level where the program permits. They cannot be treated as unstruct... |
65 | User | At what level must standards be written for critical elements? | Agent | Standards must be written at the “fully successful” or equivalent level for all critical elements. Programs may also write standards at other levels. The fully successful standard defines acceptable performance. It gives the employee a clear baseline. Supervisors may determine performance at another level even if a sep... |
66 | User | How are standards written for non-critical elements? | Agent | Standards must be written at the level appropriate to the element and program. The volume does not require the same exact formulation used for critical elements. The standard must still be sufficiently clear to support appraisal. It should describe expected performance. The absence of a written standard at another rati... |
67 | User | Can an employee receive a rating level for which no separate written standard exists? | Agent | Yes, the absence of an established standard at a particular level does not preclude a determination at that level. The employee’s performance may be compared with the written standard and program criteria. This allows evaluators to determine whether performance exceeded or fell below the stated expectation. The decisio... |
68 | User | What is the minimum period of performance required before a rating may be prepared? | Agent | Programs must include a minimum period of at least 60 calendar days. The employee must complete that period before a rating is normally prepared. This helps ensure that the rating is based on sufficient observation. The period applies to actual performance under the plan. Shorter periods are permitted only in the limit... |
69 | User | When may a rating be prepared for fewer than 60 calendar days? | Agent | A shorter period may be used when required to comply with section 531.404(a)(1) of title 5 regulations. This generally relates to a within-grade increase decision requiring a more current rating. The exception is narrow. Components should not use it as a general waiver of the minimum period. The regulatory need must be... |
70 | User | What must appraisal programs communicate to employees about their plans? | Agent | Programs must provide for communicating performance elements, expectations, goals, and objectives. Employees should understand how they will be evaluated. Communication should occur early in the appraisal period. It should also continue when plans change. Clear communication is necessary for fair and developmental perf... |
71 | User | How must employees be appraised during the appraisal period? | Agent | Each critical and non-critical element must be appraised against the employee’s performance standards. The program must specify the methods used. Appraisal is not limited to the final rating discussion. Supervisors should observe and assess performance throughout the period. The method should produce a supportable rati... |
72 | User | What role do progress reviews play in performance management? | Agent | Programs include one or more progress reviews as an appraisal method. These reviews compare current performance with established standards. They should be informative and developmental to the maximum extent possible. The discussion should focus on improving future performance. Progress reviews are therefore intended to... |
73 | User | Why should progress reviews focus on future improvement? | Agent | Developmental feedback gives employees an opportunity to adjust before the appraisal period ends. It helps clarify expectations and identify support needs. It can also recognize successful performance that should continue. A review that only criticizes past work provides less opportunity for improvement. The volume the... |
74 | User | What is a summary-level pattern? | Agent | A summary-level pattern identifies which overall rating levels are available in an appraisal program. The volume provides eight permitted patterns, labeled A through H. Each pattern includes a different combination of Levels 1 through 5. A program may use only one pattern. The selected pattern governs ratings of record... |
75 | User | What do Levels 1, 3, and 5 mean? | Agent | Level 1 is the lowest category and is labeled “unacceptable.” Level 3 is “fully successful” or equivalent. Level 5 is the highest category and is “outstanding” or equivalent. Levels 2 and 4 may be used depending on the selected pattern. The term “outstanding” may describe only Level 5. |
76 | User | Why may the term “outstanding” be used only for Level 5? | Agent | The volume reserves “outstanding” for the highest summary category. This prevents lower levels from being labeled in a way that creates confusion. It also promotes consistency across Component programs. A program may use an equivalent term for Level 5. It may not describe Level 4 or another lower category as outstandin... |
77 | User | Which summary levels are available under Pattern A? | Agent | Pattern A includes Levels 1 and 3. It does not include Levels 2, 4, or 5. This creates a two-level overall rating structure. Employees are therefore rated either unacceptable or fully successful or equivalent. A Component selecting Pattern A cannot assign an outstanding summary level. |
78 | User | Which summary levels are available under Pattern B? | Agent | Pattern B includes Levels 1, 3, and 5. It excludes Levels 2 and 4. This creates a three-level structure with unacceptable, fully successful, and outstanding categories. The pattern permits recognition of top performance without intermediate Levels 2 or 4. Programs using Pattern B must apply those three categories consi... |
79 | User | Which summary levels are available under Pattern C? | Agent | Pattern C includes Levels 1, 3, and 4. It excludes Levels 2 and 5. This allows an intermediate category above fully successful but does not permit an outstanding summary. Level 4 must use an appropriate label other than outstanding. The program must define how element ratings produce the summary category. |
80 | User | Which summary levels are available under Pattern D? | Agent | Pattern D includes Levels 1, 2, and 3. It excludes Levels 4 and 5. This allows a category between unacceptable and fully successful. It does not provide a summary category above fully successful. Components using the pattern may still distinguish performance for awards or promotions through other lawful methods. |
81 | User | Which summary levels are available under Pattern E? | Agent | Pattern E includes Levels 1, 3, 4, and 5. It excludes Level 2. The pattern provides two categories above fully successful. It also permits an outstanding Level 5 summary. Employees performing below fully successful are rated unacceptable because Level 2 is unavailable. |
82 | User | Which summary levels are available under Pattern F? | Agent | Pattern F includes Levels 1, 2, 3, and 5. It excludes Level 4. This permits one category below fully successful and an outstanding category above it. There is no intermediate Level 4 category. The program must define how performance maps to the available levels. |
83 | User | Which summary levels are available under Pattern G? | Agent | Pattern G includes Levels 1, 2, 3, and 4. It excludes Level 5. This permits distinctions below and above fully successful. However, it does not authorize an outstanding summary category. Level 4 must be labeled consistently with its position below outstanding. |
84 | User | Which summary levels are available under Pattern H? | Agent | Pattern H includes all five levels. It is the most differentiated summary pattern. Employees may be rated from Level 1 through Level 5. The pattern permits both intermediate levels below and above fully successful. It also permits the outstanding Level 5 category. |
85 | User | On what must a summary level be based? | Agent | It must be based on appraisal of the employee’s critical elements. Non-critical elements are also considered where the program provides for them. The summary cannot be assigned independently of element performance. The program must establish procedures for deriving the category. Those procedures should be applied consi... |
86 | User | When is assignment of a summary level mandatory? | Agent | A summary level must be assigned when a performance rating is prepared as part of a rating of record. The rating of record is the formal rating used for specified personnel purposes. The summary category expresses the employee’s overall performance. It must correspond to the program’s selected pattern. Omitting it woul... |
87 | User | Is a summary level required for every midyear review? | Agent | No, performance ratings given outside the end of the appraisal period do not ordinarily require a summary level. Examples include midyear reviews and ratings used for promotion panels. A summary may be assigned if the program permits it. The exception involves a current rating required for certain within-grade increase... |
88 | User | May a Component force a predetermined distribution of ratings? | Agent | No, appraisal programs may not establish a forced distribution of summary ratings. Managers cannot be required to assign a fixed percentage of employees to particular categories. Ratings must reflect actual performance against standards. This protects the integrity of individual appraisal decisions. Distribution outcom... |
89 | User | May employees still be distinguished by performance for awards or promotion decisions? | Agent | Yes, distinctions may be made for purposes other than assigning summary levels. Award determinations and promotion decisions are identified examples. These distinctions must still be lawful and based on performance-related criteria. The prohibition on forced distribution does not eliminate comparative personnel decisio... |
90 | User | What must appraisal programs address regarding employees on detail? | Agent | Programs must establish criteria and procedures for evaluating employees on detail. The program should identify who monitors and documents the employee’s performance. It should also explain how input from the temporary assignment is used. This prevents periods of detailed service from being ignored. The procedures shou... |
91 | User | What must appraisal programs address regarding transferred employees? | Agent | Programs must establish criteria and procedures for performance when employees transfer. They must provide for transfer of the most recent rating of record and any subsequent performance ratings. The receiving Component may consider those ratings when deriving the next rating of record. This preserves relevant performa... |
92 | User | How may long-term training be addressed in a performance plan? | Agent | Managers and supervisors may develop a plan related to the training assignment. The plan may include specific training objectives. Those objectives may be designated as critical or non-critical. This allows the employee’s performance during extended training to be evaluated meaningfully. The plan should reflect what th... |
93 | User | Why must transferred ratings accompany an employee? | Agent | The ratings provide evidence of performance during the current or recent appraisal period. Without them, the receiving organization may lack information needed for a fair rating. Transfer supports continuity and accurate personnel records. It also allows the receiving Component to consider prior performance when prepar... |
94 | User | Must a receiving Component automatically adopt a transferred rating as the next rating of record? | Agent | No, the Component may consider transferred ratings covering performance within the current appraisal period. The rating is relevant but does not necessarily dictate the final outcome. The receiving organization may have additional performance evidence. It must apply its approved program procedures. The final rating sho... |
95 | User | How are performance appraisals connected to personnel actions? | Agent | Programs must provide for appraisals to serve as a basis for appropriate personnel actions. Those actions must comply with applicable law and regulation. Performance information may affect awards, development, reassignment, promotion considerations, or adverse actions. The appraisal must therefore be accurate and suppo... |
96 | User | What assistance may be provided when performance is below fully successful but above unacceptable? | Agent | Programs may permit managers and supervisors to assist employees at that performance level. Assistance can be provided at any time during the appraisal period. The objective is to improve performance before it becomes unacceptable. The exact form of help may vary. The provision is discretionary at this intermediate lev... |
97 | User | What must supervisors do when performance is unacceptable in a critical element? | Agent | They must provide assistance and an opportunity to improve. Assistance may begin whenever unacceptable performance is identified during the appraisal period. The employee must have a meaningful chance to demonstrate acceptable performance. The process must comply with applicable legal requirements. Management cannot pr... |
98 | User | What actions may follow continued unacceptable performance? | Agent | The program must provide for reassignment, reduction in grade, or removal. These actions may occur only after the employee has had an opportunity to demonstrate acceptable performance. The agency must follow applicable law and regulation. The action selected should be supported by the circumstances and record. Continue... |
99 | User | Why must an unacceptable rating of record receive higher-level review? | Agent | Higher-level review provides an additional management control. It helps ensure that the rating is supported and consistent with the program. The review may identify procedural or evidentiary deficiencies. It also reduces the risk of arbitrary or unsupported ratings. Approval by a higher-level official is mandatory for ... |
100 | User | How are disabled veterans protected when seeking medical treatment? | Agent | Their rating of record or performance rating may not be lowered because of absence to seek medical treatment. The protection is based on section 430.208(f) of title 5 regulations. The rule prevents medically necessary absence from being treated as poor performance. It applies specifically to disabled veterans. Supervis... |
- Dataset Summary
- Source Document
- Source Version
- Dataset Scope
- Applicability
- Employee Coverage
- Policy Framework
- Organizational Responsibilities
- Program Objectives
- Performance Appraisals
- Awards
- DoD Performance Appraisal System
- Appraisal-Program Requirements
- Performance Plans
- Performance Elements
- Performance Standards
- Employee Involvement
- Appraisal Periods
- Minimum Performance Period
- Performance Discussions
- Ratings of Record
- Summary Levels
- Permitted Summary-Level Patterns
- Distribution of Ratings
- Details and Special Circumstances
- Transfer of Ratings
- Training Assignments
- Related Personnel Actions
- Below-Fully-Successful Performance
- Unacceptable Performance
- Disabled-Veteran Protection
- Implementation and Savings Provisions
- Dataset Structure
- Dataset Coverage by Record Range
- Records 1–25: Purpose, Applicability, Policy, and Responsibilities
- Records 26–49: Appraisal-System Coverage and Program Design
- Records 50–73: Performance Plans, Elements, Standards, and Reviews
- Records 74–100: Summary Levels and Performance Actions
- Records 101–150: Implementation, Definitions, and Integrated Analysis
- Records 151–250: Extended Cross-Provision Coverage
- Records 1–25: Purpose, Applicability, Policy, and Responsibilities
- Glossary Concepts
- Data Generation
- Intended Uses
- Recommended Training Formats
- Suggested Dataset Splits
- Suggested Topic Categories
- Data Quality Considerations
- Legal, Policy, and Operational Limitations
- Known Limitations
- Historical and Administrative Context
- Bias and Representation
- Personal and Sensitive Information
- Security Considerations
- Maintenance
- Suggested Additional Metadata
- Versioning Recommendation
- Citation
- License
- Disclaimer
DoD Civilian Performance Management Question-Answer Dataset
- Maintainer: Terry Eppler
- Owner: US Federal Government
Dataset Summary
This dataset contains 250 document-grounded question-and-answer records based on DoD Instruction 1400.25, Volume 430, “DoD Civilian Personnel Management System: Performance Management,” dated January 17, 2025, and incorporating Change 1 effective January 27, 2026.
The source establishes the Department of Defense framework for managing the performance of covered civilian employees. It assigns responsibilities, defines program objectives, establishes the DoD Performance Appraisal System, prescribes appraisal-program requirements, and explains how performance plans, standards, discussions, ratings, awards, employee development, and unacceptable performance are administered.
The dataset covers the full performance-management lifecycle:
- Planning employee performance
- Communicating expectations
- Monitoring progress
- Developing employees
- Evaluating performance
- Assigning ratings
- Recognizing accomplishments
- Supporting personnel actions
- Addressing below-fully-successful performance
- Providing opportunities to improve unacceptable performance
- Maintaining continuity during transfers, details, and program transitions
Each record contains a substantive question and a robust answer of at least five complete sentences. The questions emphasize policy interpretation, procedural reasoning, management accountability, employee rights, program design, rating structures, and legal distinctions rather than simple source-location retrieval.
Source Document
The dataset is derived from:
DoD Instruction 1400.25, Volume 430
DoD Civilian Personnel Management System: Performance Management
Effective January 17, 2025
Incorporating Change 1, Effective January 27, 2026
The issuance:
- Reissues and cancels the August 5, 2014 edition of Volume 430, as amended
- Implements DoD civilian performance management
- Prescribes procedures
- Delegates authority
- Assigns responsibilities
- Establishes the DoD Performance Appraisal System
- Implements applicable requirements of title 5 of the United States Code
- Implements applicable requirements of title 5 of the Code of Federal Regulations
- Integrates equal employment opportunity accountability into performance management
- Establishes requirements for Component appraisal programs
- Defines coverage and exclusions
- Establishes performance-plan requirements
- Defines permitted summary-rating patterns
- Establishes procedures for below-fully-successful and unacceptable performance
- Preserves certain prior plans and pending actions through a savings provision
The source is cleared for public release. :contentReference[oaicite:0]{index=0}
Source Version
The dataset is based on the following source version:
| Attribute | Value |
|---|---|
| Issuance | DoD Instruction 1400.25, Volume 430 |
| Title | DoD Civilian Personnel Management System: Performance Management |
| Effective date | January 17, 2025 |
| Change incorporated | Change 1 |
| Change effective date | January 27, 2026 |
| Releasability | Cleared for public release |
| Originating component | Office of the Under Secretary of Defense for Personnel and Readiness |
| Superseded issuance | August 5, 2014 edition, as amended |
Change 1 made administrative changes and updated language to comply with Executive Order 14168. :contentReference[oaicite:1]{index=1}
Dataset Scope
The dataset covers topics including:
- DoD civilian personnel management
- Performance management
- Performance appraisal
- DoD Performance Appraisal System
- Component appraisal programs
- Organizational performance
- Team performance
- Individual performance
- Mission alignment
- Management accountability
- Employee accountability
- Merit-system principles
- Equal employment opportunity
- EEO critical elements
- Performance-based awards
- Employee participation
- Labor-organization participation
- Supervisor training
- Employee training
- Performance plans
- Critical elements
- Non-critical elements
- Additional performance elements
- Performance standards
- Fully successful performance
- Unacceptable performance
- Minimum performance periods
- Official appraisal periods
- Annual ratings
- Appraisal-period extensions
- Progress reviews
- Developmental feedback
- Ratings of record
- Interim performance ratings
- Summary levels
- Rating patterns
- Forced-distribution prohibition
- Details
- Transfers
- Training assignments
- Transferred ratings
- Within-grade increase decisions
- Awards
- Promotions
- Related personnel actions
- Performance assistance
- Opportunities to improve
- Reassignment
- Reduction in grade
- Removal
- Higher-level review
- Disabled-veteran protections
- Savings provisions
- Program transitions
- Office of Personnel Management approval
- Component-head responsibilities
- DASD(CPP) responsibilities
- DoDHRA support
- Title 5 statutory requirements
- Title 5 regulatory requirements
- Performance-management definitions
- Federal personnel authorities
Applicability
The volume applies to:
- Office of the Secretary of Defense
- Military Departments
- Office of the Chairman of the Joint Chiefs of Staff
- Joint Staff
- Combatant Commands
- Office of Inspector General of the Department of Defense
- Defense Agencies
- DoD Field Activities
- Other organizational entities within the Department
These organizations are collectively identified as DoD Components. :contentReference[oaicite:2]{index=2}
Employee Coverage
The DoD Performance Appraisal System generally covers appropriated-fund employees employed by DoD.
The source identifies exclusions for:
- Certain locally paid employees outside the United States
- Members of the Senior Executive Service
- Senior-level employees
- Scientific or professional employees paid under section 5376 of title 5
- Presidential appointees
- Certain short-term excepted-service employees
- Defense Civilian Intelligence Personnel System employees
- DoD Civilian Acquisition Workforce Personnel Demonstration Project employees
- Science and Technology Reinvention Laboratory demonstration-project employees
- Certain temporary appointees who agree to serve without an evaluation
- Civil Service Mariners of Military Sealift Command
- Certain NATO and Supreme Headquarters Allied Powers Europe employees
- Individuals excluded under other applicable laws
The exclusions reflect separate statutory, demonstration-project, executive, intelligence, international, or specialized personnel authorities. :contentReference[oaicite:3]{index=3} :contentReference[oaicite:4]{index=4}
Policy Framework
Performance Improvement
Performance management is used to improve:
- Individual performance
- Team performance, where applicable
- Organizational performance
The framework is intended to support mission results rather than operate only as an annual rating process.
Equal Employment Opportunity Accountability
Management accountability for EEO practices and principles is an integral part of the policy.
Supervisors, managers, and other employees with EEO responsibilities must have an applicable critical element and related performance standards.
Mission Alignment
Appraisal programs must integrate with:
- Organizational goals
- Mission goals
- Management processes
- Supervisory responsibilities
- Team objectives
- Employee work assignments
Merit-System Principles
Programs must support and remain consistent with the merit-system principles in section 2301 of title 5.
Employee Involvement
Programs must support involvement by employees and their representatives in:
- Program development
- Program implementation
- Program application
- Establishment of performance standards
Continuous Development
Programs should encourage employees to:
- Improve continuously
- Support team efforts
- Develop professionally
- Perform at their full potential
The source assigns separate and collective responsibility for performance to managers, supervisors, team leaders, and employees. :contentReference[oaicite:5]{index=5}
Organizational Responsibilities
Assistant Secretary of Defense for Manpower and Reserve Affairs
The Assistant Secretary has overall responsibility for DoD performance-management policy under the authority, direction, and control of the Under Secretary of Defense for Personnel and Readiness.
Deputy Assistant Secretary of Defense for Civilian Personnel Policy
The DASD(CPP):
- Develops performance-management policy
- Monitors Component implementation
- Promotes consistent Department-wide application
- Provides strategic direction
- Provides interpretation and advice
- Establishes the DoD Performance Appraisal System
- Assists in developing appraisal programs
- Receives and coordinates proposed new or revised programs
- Supports approval by the Under Secretary of Defense for Personnel and Readiness
Director, Department of Defense Human Resources Activity
The Director of DoDHRA provides appropriate support to the DASD(CPP).
DoD Component Heads
Component heads:
- Oversee program development
- Oversee implementation
- Oversee application
- Evaluate program operation
- Ensure compliance with the DoD Performance Appraisal System
- Ensure compliance with DoD Directive 1400.25
- Ensure compliance with title 5 statutes
- Ensure compliance with title 5 regulations
- Submit proposed new or revised programs through the required process
The assigned Component responsibilities and program objectives are stated in Sections 2 and 3 of the volume. :contentReference[oaicite:6]{index=6}
Program Objectives
Performance-appraisal programs are intended to:
- Integrate with mission and organizational goals
- Serve as management and supervisory tools
- Communicate organizational goals
- Clarify employee expectations
- Involve employees in organizational improvement
- Assess employee performance
- Assess team performance
- Assess organizational effectiveness
- Identify accountability
- Plan performance
- Monitor performance
- Develop performance
- Evaluate performance
- Recognize employees
- Reward employees
- Support appropriate personnel actions
- Promote professional development
- Encourage full employee potential
- Incorporate requirements imposed by law, regulation, and DoD policy
Performance Appraisals
Performance appraisals are an integral part of performance management.
The DoD Performance Appraisal System governs appraisal programs for covered employees. An appraisal is not treated as an isolated annual event. It operates within a broader process involving expectations, feedback, development, recognition, and corrective action.
Awards
Awards are treated as part of performance management because they:
- Acknowledge significant achievement
- Motivate employees and teams
- Reward contributions
- Reinforce organizational priorities
- Recognize mission impact
Performance-based awards must be administered consistently with EEO policy and without unlawful discrimination.
DoD Instruction 1400.25, Volume 451 establishes the separate policies and procedures governing awards. :contentReference[oaicite:7]{index=7}
DoD Performance Appraisal System
The DoD Performance Appraisal System establishes Department-wide policies and parameters for Component appraisal programs.
The system:
- Governs programs established or revised after its effective date
- Requires compliance with applicable DoD policy
- Requires compliance with title 5 statutes
- Requires compliance with parts 430, 451, and 531 of title 5 regulations
- Requires compliance with other applicable laws and regulations
- Was approved by the Office of Personnel Management on August 10, 2021
- Applies to covered DoD Components and employees
The system is broader than an individual Component appraisal program. A program is the specific implementation used by a Component under the system’s policies and parameters. :contentReference[oaicite:8]{index=8}
Appraisal-Program Requirements
Each DoD Component must continue an existing compliant program or establish one or more programs.
A new or revised program must:
- Comply with the DoD Performance Appraisal System
- State that it complies with the system
- Specify its effective date
- Identify covered employees
- Designate one summary-level pattern
- Specify the appraisal period
- Define procedures for planning performance
- Define procedures for monitoring performance
- Define procedures for developing performance
- Define procedures for evaluating performance
- Define procedures for rewarding performance
- Include a savings provision comparable to the applicable Federal regulation
- Prevent concurrent employee coverage under multiple appraisal programs
These requirements establish the formal legal and administrative identity of each program. :contentReference[oaicite:9]{index=9}
Performance Plans
Covered employees must have approved written or otherwise recorded performance plans.
Plans must:
- Be based on work assignments
- Be based on employee responsibilities
- Cover the official appraisal period
- Include all critical elements
- Include all non-critical elements
- Include applicable performance standards
- Contain at least one critical element addressing individual performance
Plans may also include:
- Additional performance elements
- Additional standards
- Team-related expectations
- Developmental objectives
- Training objectives
Plans should normally be provided within 30 calendar days after the beginning of the appraisal period. :contentReference[oaicite:10]{index=10}
Performance Elements
Critical Elements
A critical element concerns work of sufficient importance that unacceptable performance may affect the employee’s overall rating and support formal performance action.
Every plan must contain at least one critical element addressing individual performance.
Critical elements must provide at least:
- A fully successful or equivalent rating level
- An unacceptable rating level
Non-Critical Elements
Non-critical elements are formally rated elements that may contribute to the summary level when permitted by the program.
Each non-critical element must have at least two rating levels.
Additional Performance Elements
Additional elements may communicate expectations not captured by critical or non-critical elements.
They may supplement the plan but cannot replace the required individual critical element.
Performance Standards
Performance standards establish the level of expected performance.
For critical elements:
- A standard must be written at fully successful or equivalent
- Standards may also be written at other levels
For non-critical elements:
- Standards are written at the level appropriate to the program
The absence of a separate written standard at a particular rating level does not prevent management from determining that performance falls at that level. :contentReference[oaicite:11]{index=11}
Employee Involvement
Appraisal programs must provide for employee participation.
Represented Employees
Participation occurs in accordance with chapter 71 of title 5 and applicable labor-relations obligations.
Nonrepresented Employees
The DoD organization determines the participation method, subject to applicable law and regulation.
Programs should encourage employees to participate in developing standards. Employee participation improves understanding and relevance but does not transfer final management authority.
Appraisal Periods
Programs establish an official appraisal period during which performance is monitored and for which a rating of record is prepared.
Employees generally receive ratings annually.
A longer period may be used when:
- The employee has not completed the minimum performance period
- Program conditions permit a longer appraisal period
- A meaningful rating cannot yet be prepared
Ratings should be issued as soon as practicable after the appraisal period ends.
Minimum Performance Period
Programs must establish a minimum performance period of at least 60 calendar days.
A performance rating normally may not be prepared before the employee completes that period.
A shorter period may be used when necessary to comply with the within-grade increase requirements in section 531.404(a)(1) of title 5 regulations. :contentReference[oaicite:12]{index=12}
Performance Discussions
Programs must provide for communication of:
- Performance plans
- Elements
- Standards
- Performance expectations
- Goals
- Objectives
Employees must be appraised against their critical and non-critical elements.
Programs also provide for one or more progress reviews.
Progress reviews should be:
- Informative
- Developmental
- Based on established standards
- Focused on future improvement
- Conducted early enough to permit corrective action
Ratings of Record
A rating of record is the formal performance rating used for specified personnel purposes.
A rating of record:
- Covers the applicable appraisal period
- Must be based on the employee’s plan
- Requires a summary level
- Should be issued as soon as practicable
- May support awards
- May support personnel actions
- May affect certain pay decisions
- Must be transferred when the employee changes organizations as required
Interim or special-purpose ratings may not require a summary level unless the program provides otherwise or a current rating of record is required for a within-grade increase determination.
Summary Levels
The volume permits five possible summary levels:
| Level | Meaning |
|---|---|
| 1 | Unacceptable |
| 2 | Intermediate level below fully successful |
| 3 | Fully successful or equivalent |
| 4 | Intermediate level above fully successful |
| 5 | Outstanding or equivalent |
The term outstanding may be used only for Level 5.
Permitted Summary-Level Patterns
Each program must select one pattern.
| Pattern | Level 1 | Level 2 | Level 3 | Level 4 | Level 5 |
|---|---|---|---|---|---|
| A | Yes | No | Yes | No | No |
| B | Yes | No | Yes | No | Yes |
| C | Yes | No | Yes | Yes | No |
| D | Yes | Yes | Yes | No | No |
| E | Yes | No | Yes | Yes | Yes |
| F | Yes | Yes | Yes | No | Yes |
| G | Yes | Yes | Yes | Yes | No |
| H | Yes | Yes | Yes | Yes | Yes |
The selected pattern defines the summary categories available to covered employees.
Distribution of Ratings
Forced distribution of summary ratings is prohibited.
Organizations may not require:
- A fixed percentage of employees at each level
- Rating quotas
- Predetermined rating curves
- Artificial lowering or raising of ratings to create a preferred distribution
Ratings must reflect actual performance against established standards.
The prohibition does not prevent lawful performance distinctions for:
- Awards
- Promotion decisions
- Developmental purposes
- Other appropriate personnel processes
Details and Special Circumstances
Programs must establish procedures for employees who are:
- Detailed to other positions
- Temporarily assigned
- Transferred
- Participating in long-term training
- Changing supervisors
- Working under other special circumstances
The procedures should preserve relevant performance information and clarify who observes, documents, and evaluates the work.
Transfer of Ratings
When an employee transfers:
- The most recent rating of record must be transferred
- Subsequent performance ratings must also be transferred
- The receiving Component may consider ratings covering the current appraisal period
- Performance information should support the next rating of record
- Continuity should be maintained across organizations
The receiving Component is not necessarily required to adopt the transferred rating as the final rating for the new period. It may consider all applicable evidence under its approved program. :contentReference[oaicite:13]{index=13}
Training Assignments
Managers may establish performance plans for long-term training assignments.
Training objectives may be:
- Critical
- Non-critical
- Related to professional development
- Related to mission readiness
- Related to acquisition of required skills
A training-based plan allows the organization to evaluate meaningful accomplishments while ordinary work duties are reduced or suspended.
Related Personnel Actions
Performance appraisals may be used as the basis for appropriate personnel actions.
Possible uses may include:
- Awards
- Development decisions
- Promotion-related consideration
- Reassignment
- Reduction in grade
- Removal
- Within-grade increase decisions
- Other lawful personnel actions
The appraisal does not independently authorize an action prohibited by another statute or regulation.
Below-Fully-Successful Performance
Programs may permit supervisors to assist employees whose performance is:
- Below fully successful
- Above unacceptable
Assistance may occur at any point in the appraisal period.
Possible assistance may include:
- Coaching
- Clarification of expectations
- Training
- Increased feedback
- Work-process support
- Resource identification
- Developmental planning
Unacceptable Performance
When performance is unacceptable in one or more critical elements, programs must require supervisors to:
- Identify the unacceptable performance
- Provide assistance
- Explain the acceptable standard
- Give the employee an opportunity to improve
- Evaluate performance during the improvement opportunity
If unacceptable performance continues after the opportunity to improve, the program must provide for possible:
- Reassignment
- Reduction in grade
- Removal
An unacceptable rating of record must be reviewed and approved by a higher-level management official. :contentReference[oaicite:14]{index=14}
Disabled-Veteran Protection
A disabled veteran’s rating of record or performance rating may not be lowered because the veteran was absent from work to seek medical treatment.
Supervisors must distinguish:
- Protected treatment-related absence
- Actual performance
- Work completed
- Work quality
- Legitimate performance deficiencies
The protection does not prevent evaluation of actual work performance.
Implementation and Savings Provisions
Performance-management plans approved by OPM before the current volume’s effective date continue as appraisal programs under the DoD Performance Appraisal System.
Actions initiated against employees for unacceptable performance under a prior plan continue under that pre-established plan.
When a Component requests a new or revised program, the Component head must provide the drafted program to the DASD(CPP). :contentReference[oaicite:15]{index=15}
Dataset Structure
Each record contains five fields:
| Field | Type | Description |
|---|---|---|
ID |
Integer | Unique sequential identifier from 1 through 250 |
U |
String | Speaker label for the question, set to User |
Question |
String | Substantive question grounded in the source |
A |
String | Speaker label for the answer, set to Agent |
Answer |
String | Detailed explanatory answer grounded in the source |
Example Record
{
"ID": 1,
"U": "User",
"Question": "What is the primary purpose of the DoD civilian performance-management volume?",
"A": "Agent",
"Answer": "The volume implements performance management for civilian personnel across the Department of Defense. It prescribes procedures, delegates authority, and assigns responsibilities for managing employee performance. It also establishes the DoD Performance Appraisal System. The broader instruction provides policy, guidelines, model programs, and delegated authority for civilian personnel management. This volume specifically governs how covered employees’ performance is planned, monitored, developed, evaluated, and used in personnel decisions."
}
Dataset Coverage by Record Range
Records 1–25: Purpose, Applicability, Policy, and Responsibilities
These records cover:
- Purpose of the volume
- Superseded issuance
- Change 1
- Component applicability
- Performance-management policy
- EEO accountability
- ASD(M&RA) responsibility
- DASD(CPP) responsibilities
- DoDHRA support
- Component-head responsibilities
- Mission integration
- Managerial use of appraisal programs
- Accountability
- Merit-system principles
- Employee involvement
- Training
- Development
- Awards
- Nondiscrimination
- Relationship with Volume 451
Records 26–49: Appraisal-System Coverage and Program Design
These records cover:
- Purpose of the DoD Performance Appraisal System
- OPM approval
- Component coverage
- Employee coverage
- Statutory exclusions
- Specialized personnel systems
- Demonstration projects
- Temporary appointments
- International employees
- Legal exclusions
- Program establishment
- Required program statements
- Effective dates
- Covered employees
- Summary patterns
- Appraisal-cycle procedures
- Savings provisions
- Prohibition on concurrent program coverage
Records 50–73: Performance Plans, Elements, Standards, and Reviews
These records cover:
- Recorded performance plans
- Plan-delivery timing
- Critical elements
- Non-critical elements
- Additional elements
- Employee participation
- Labor-represented employees
- Nonrepresented employees
- Official appraisal periods
- Annual ratings
- Minimum performance periods
- Within-grade increase ratings
- Element-rating levels
- Performance standards
- Ratings without separate written standards
- Performance communication
- Progress reviews
- Developmental feedback
Records 74–100: Summary Levels and Performance Actions
These records cover:
- Summary-level patterns
- Meaning of Levels 1 through 5
- Pattern A through Pattern H
- Basis for summary ratings
- Ratings of record
- Interim ratings
- Forced-distribution prohibition
- Awards and promotion distinctions
- Details
- Transfers
- Training assignments
- Personnel actions
- Assistance for below-fully-successful performance
- Opportunities to improve
- Reassignment
- Reduction in grade
- Removal
- Higher-level review
- Disabled-veteran protection
Records 101–150: Implementation, Definitions, and Integrated Analysis
These records cover:
- Continuation of prior plans
- Pending unacceptable-performance actions
- Submission of new programs
- Appraisal-program definition
- Appraisal-system definition
- Performance-plan definition
- Progress-review definition
- Summary-level definition
- Geographic coverage definition
- Critical and non-critical elements
- Additional performance elements
- Performance rating versus rating of record
- Employee involvement
- Team accountability
- EEO accountability
- Program compliance
- Pattern selection
- Rating integrity
- Transfer continuity
- Training objectives
- Fairness safeguards
- Legal authorities
- Integrated performance-management model
Records 151–250: Extended Cross-Provision Coverage
These records provide additional analysis of:
- Performance management versus appraisal
- Department and Component roles
- System versus program distinctions
- Program coordination
- Results and workplace accountability
- Team-leader responsibilities
- Organizational-effectiveness evaluation
- Appropriate performance measures
- Continuous improvement
- Awards and recognition
- Employee-coverage analysis
- Exclusion documentation
- Program notice
- Monitoring and development
- Transition protections
- Plan approval
- Thirty-day planning expectation
- Employee participation
- Appraisal-period extensions
- Rating reliability
- Performance standards
- Progress-review timing
- Rating-pattern selection
- Interim ratings
- Transferred ratings
- Supervisor changes
- Training plans
- Early assistance
- Poor-performance procedures
- Higher-level review
- Statutory and regulatory references
- Glossary acronyms
- OPM documents
- Executive-order relationship
- Federal Register authorities
- Program evaluation
- Promotion distinctions
- Appraisal auditability
- Employee and supervisory accountability
Glossary Concepts
Appraisal Program
The specific procedures and requirements established by a DoD Component under the policies and parameters of the DoD Performance Appraisal System.
Appraisal System
The DoD-wide policies and parameters governing performance-appraisal programs under title 5 statutes and regulations.
Performance Plan
The written or otherwise recorded performance elements establishing expected performance.
A plan includes:
- Critical elements
- Non-critical elements
- Applicable standards
- Optional additional elements
- Optional additional standards
Progress Review
A periodic discussion between a supervisor and employee about performance compared with applicable standards.
Summary Level
An assigned category from Level 1 through Level 5.
Outside the United States
Outside:
- The United States
- The District of Columbia
- The Commonwealth of Puerto Rico
- United States territories
- United States possessions
The source incorporates several other definitions directly from section 430.203 of title 5 regulations. :contentReference[oaicite:16]{index=16}
Data Generation
The dataset was generated through structured review of the complete issuance.
The generation process was designed to:
- Review the source title, effective date, and incorporated change.
- Identify the issuance’s purpose.
- Cover the applicability section.
- Explain the policy framework.
- Explain Change 1.
- Review every assigned organizational responsibility.
- Cover each program objective.
- Explain performance-appraisal integration.
- Cover award-related provisions.
- Explain the purpose of the appraisal system.
- Cover Component coverage.
- Cover employee coverage.
- Review every listed employee exclusion.
- Explain program-establishment requirements.
- Cover required program statements.
- Explain savings provisions.
- Cover the prohibition on concurrent program coverage.
- Explain performance-plan requirements.
- Cover employee participation.
- Explain appraisal periods.
- Explain minimum performance periods.
- Cover within-grade increase exceptions.
- Explain critical elements.
- Explain non-critical elements.
- Explain additional elements.
- Cover performance standards.
- Explain progress reviews.
- Cover all eight summary-level patterns.
- Explain the prohibition on forced distributions.
- Cover ratings for details and transfers.
- Explain transfer of performance records.
- Cover training-related plans.
- Explain appropriate personnel actions.
- Cover assistance for below-fully-successful performance.
- Explain unacceptable-performance procedures.
- Cover higher-level review.
- Explain disabled-veteran rating protections.
- Cover implementation of prior plans.
- Review glossary acronyms.
- Review glossary definitions.
- Review all cited authorities.
- Generate independently phrased questions.
- Produce answers containing at least five complete sentences.
- Preserve the issuance’s terminology.
- Avoid artificial references to pages or attachments in questions.
- Distinguish system-level requirements from Component procedures.
- Avoid adding requirements unsupported by the source.
- Extend the record set until all substantive source areas were represented.
Intended Uses
This dataset may be useful for:
- Supervised fine-tuning
- Instruction tuning
- Retrieval-augmented generation
- Document-grounded question answering
- DoD civilian personnel training
- Federal supervisor education
- Performance-management training
- Human-resources specialist training
- Employee-orientation materials
- Rating-official training
- Reviewing-official training
- EEO-accountability training
- Merit-system education
- Performance-plan development
- Performance-standard development
- Progress-review training
- Unacceptable-performance procedure training
- Awards-program education
- Federal personnel-policy research
- Long-form answer evaluation
- Regulatory-grounding evaluation
- Development of human-resources policy assistants
- Hallucination-resistance testing
Recommended Training Formats
Instruction Format
User: {{ Question }}
Agent: {{ Answer }}
Chat Format
{
"messages": [
{
"role": "user",
"content": "{{ Question }}"
},
{
"role": "assistant",
"content": "{{ Answer }}"
}
]
}
Prompt-Completion Format
{
"prompt": "{{ Question }}",
"completion": "{{ Answer }}"
}
Alpaca-Style Format
{
"instruction": "{{ Question }}",
"input": "",
"output": "{{ Answer }}"
}
Performance-Management Scenario Format
{
"scenario": "{{ Employee, supervisor, rating, transfer, performance plan, or improvement context }}",
"question": "{{ Performance-management question }}",
"answer": "{{ Source-grounded analysis }}",
"topic": "{{ Coverage, planning, standards, ratings, awards, transfer, or unacceptable performance }}"
}
Suggested Dataset Splits
| Split | Suggested Purpose |
|---|---|
train |
General instruction and policy tuning |
validation |
Prompt development and model selection |
test |
Final source-grounding evaluation |
challenge |
Cross-section personnel-policy reasoning |
Records derived from the same rule, rating pattern, exclusion, or personnel procedure should be grouped before splitting to reduce leakage.
Suggested Topic Categories
General Policy
- Purpose
- Applicability
- Performance improvement
- Mission integration
- EEO accountability
- Merit-system principles
Governance
- ASD(M&RA)
- DASD(CPP)
- DoDHRA
- Component heads
- OPM approval
- Program approval
Coverage
- Appropriated-fund employees
- SES
- Senior professionals
- Presidential appointees
- DCIPS
- Demonstration projects
- Temporary employees
- International employees
Performance Planning
- Performance plans
- Critical elements
- Non-critical elements
- Additional elements
- Performance standards
- Employee participation
Monitoring and Development
- Progress reviews
- Coaching
- Training
- Continuous improvement
- Developmental feedback
Ratings
- Rating of record
- Interim ratings
- Summary levels
- Rating patterns
- Minimum performance periods
- Annual ratings
Special Circumstances
- Details
- Transfers
- Supervisor changes
- Long-term training
- Within-grade increase decisions
Performance Actions
- Awards
- Promotions
- Assistance
- Opportunity to improve
- Reassignment
- Reduction in grade
- Removal
Safeguards
- Forced-distribution prohibition
- Higher-level review
- Disabled-veteran protection
- Savings provisions
- EEO protections
Glossary and Authorities
- Appraisal program
- Appraisal system
- Performance plan
- Progress review
- Summary level
- Title 5
- OPM documents
- DoD directives
Data Quality Considerations
The dataset was designed to emphasize:
- Complete substantive coverage
- Accurate DoD personnel terminology
- Accurate assignment of responsibilities
- Clear distinction between the appraisal system and appraisal programs
- Correct treatment of employee coverage
- Correct treatment of exclusions
- Accurate performance-plan requirements
- Accurate element and standard requirements
- Correct minimum-performance-period rules
- Accurate summary-level patterns
- Correct prohibition on forced distribution
- Accurate transfer procedures
- Accurate poor-performance requirements
- Correct higher-level review requirements
- Accurate disabled-veteran protections
- Accurate implementation and savings provisions
- Complete-sentence answers
- Consistent five-field structure
- Professional writing
- Minimal unnecessary duplication
- Source-grounded analysis
The answers are explanatory summaries rather than verbatim reproductions of the issuance.
Users should independently validate personnel-sensitive conclusions against current DoD policy, Office of Personnel Management regulations, applicable collective bargaining agreements, and authorized human-resources or legal guidance.
Legal, Policy, and Operational Limitations
This dataset is provided for research, education, and model-development purposes.
It does not constitute:
- Legal advice
- Human-resources advice for a specific employee
- A performance plan
- A performance standard
- A rating of record
- A summary-level determination
- An award decision
- A promotion decision
- A within-grade increase decision
- An opportunity-to-improve notice
- A reassignment decision
- A reduction-in-grade decision
- A removal decision
- An EEO determination
- A labor-relations determination
- An official Office of Personnel Management interpretation
- An official DoD interpretation
- A substitute for current DoD policy
- A substitute for title 5 statutes or regulations
- A substitute for authorized human-resources, employee-relations, EEO, labor-relations, or legal review
Users should consult current authoritative sources and responsible officials before making employment or personnel decisions.
Known Limitations
- The dataset is based on the January 17, 2025 issuance incorporating Change 1 effective January 27, 2026.
- Later changes may revise the source.
- Referenced statutes or regulations may be amended.
- Applicable collective bargaining agreements may impose additional procedures.
- Component-specific appraisal programs may contain additional requirements.
- Demonstration projects may use different performance systems.
- The dataset contains synthetic questions and explanatory answers.
- Some answers synthesize several related provisions.
- The dataset does not reproduce every sentence verbatim.
- It does not determine whether a specific employee is covered.
- It does not establish a performance plan for a particular position.
- It does not calculate an employee’s rating.
- It does not approve an award.
- It does not determine whether an adverse action is warranted.
- It should not be used as the sole authority for personnel action.
Historical and Administrative Context
The source reflects the DoD civilian performance-management framework effective in January 2025 and updated in January 2026.
It relies on:
- Title 5 of the United States Code
- Title 5 of the Code of Federal Regulations
- DoD Directive 1400.25
- DoD Directive 1440.1
- DoD Directive 5124.02
- DoD Instruction 1400.25, Volume 451
- DoD Instruction 1400.25, Volume 2011
- Office of Personnel Management approval
- Office of Personnel Management exclusion guidance
- Federal Register demonstration-project authorities
- Executive Order 14168
- Title 10 demonstration-project authority
The system reflects Federal merit principles, Department-wide governance, Component-level program administration, and employee protections.
Bias and Representation
The dataset reflects the institutional and personnel-management perspective of the United States Department of Defense.
It emphasizes:
- Mission accomplishment
- Individual accountability
- Team accountability
- Management responsibility
- Measurable expectations
- Merit principles
- Equal employment opportunity
- Employee involvement
- Developmental feedback
- Performance improvement
- Documentation
- Program consistency
- Appropriate personnel action
The dataset does not represent every employee, labor-union, legal, academic, private-sector, disability-rights, or management perspective concerning performance appraisal.
Personal and Sensitive Information
The source is publicly releasable. The dataset is not designed to contain:
- Personally identifiable information
- Employee names
- Individual performance plans
- Individual ratings
- Medical records
- EEO complaint information
- Disciplinary records
- Improvement plans
- Award records
- Promotion records
- Payroll information
- Personnel-action records
- Supervisor notes
- Labor-relations strategy
Modified or expanded versions should be reviewed before publication to ensure that sensitive employee information has not been introduced.
Security Considerations
Actual performance-management records may contain sensitive personnel information.
Models using the dataset should not be supplied with uncontrolled:
- Employee performance plans
- Ratings of record
- Supervisor narratives
- Medical-treatment information
- Disability information
- EEO records
- Improvement-opportunity documentation
- Proposed adverse actions
- Award recommendations
- Promotion-panel records
- Grievance information
- Union-representation information
- Personally identifiable information
- Nonpublic personnel files
Appropriate Privacy Act, records-management, personnel-security, labor-relations, and access controls remain applicable.
Maintenance
Future versions may:
- Add section metadata
- Add paragraph-level metadata
- Add responsibility labels
- Add employee-coverage labels
- Add exclusion classifications
- Add plan-element labels
- Add rating-pattern labels
- Add rating-level labels
- Add appraisal-period labels
- Add transfer-related labels
- Add poor-performance labels
- Add EEO-accountability labels
- Add source-page references
- Add supporting source passages
- Add current-policy comparison fields
- Add validated train, validation, test, and challenge splits
- Add multiple-choice records
- Add supervisor scenarios
- Add performance-plan exercises
- Add rating-pattern exercises
- Add transfer scenarios
- Add unacceptable-performance scenarios
- Correct identified policy or formatting issues
Suggested Additional Metadata
| Field | Description |
|---|---|
Section |
General information, responsibilities, objectives, appraisal system, glossary, or references |
Paragraph |
Applicable paragraph or subparagraph |
Topic |
Primary performance-management topic |
Responsible_Official |
ASD(M&RA), DASD(CPP), DoDHRA, Component head, supervisor, or employee |
Employee_Coverage |
Covered, excluded, demonstration project, executive, intelligence, or another classification |
Element_Type |
Critical, non-critical, additional, or not applicable |
Rating_Level |
Level 1 through Level 5 |
Summary_Pattern |
Pattern A through Pattern H |
Performance_Stage |
Plan, monitor, develop, evaluate, reward, or act |
Rating_Type |
Rating of record, interim rating, transferred rating, or another type |
Special_Circumstance |
Detail, transfer, training, supervisor change, or within-grade decision |
Performance_Status |
Above fully successful, fully successful, below fully successful, or unacceptable |
Action_Type |
Assistance, award, reassignment, reduction in grade, removal, or another action |
Protection_Type |
EEO, veteran medical treatment, savings provision, or another safeguard |
Authority_Type |
Statute, regulation, DoD issuance, OPM document, or executive order |
Question_Type |
Analytical, procedural, definitional, comparative, or scenario-based |
Difficulty |
Introductory, intermediate, or advanced |
Source_Page |
Page in the issuance |
Source_Passage |
Supporting source language |
Source_Version |
January 17, 2025, incorporating Change 1 effective January 27, 2026 |
Human_Reviewed |
Whether the record was validated by a reviewer |
Versioning Recommendation
Use semantic versioning tied to dataset changes and source-policy revisions.
v1.0.0 - Initial 250-record release based on DoDI 1400.25, Volume 430, incorporating Change 1.
v1.1.0 - Added section, paragraph, and topic metadata.
v1.2.0 - Added coverage, rating-pattern, and performance-stage classifications.
v1.3.0 - Added source citations and supporting passages.
v1.4.0 - Added validated train, validation, test, and challenge splits.
v2.0.0 - Refreshed records after a major superseding policy revision.
Each release should identify:
- Dataset version
- Source issuance date
- Incorporated-change date
- Record count
- Added and removed records
- Corrected answers
- Updated legal references
- Updated organizational titles
- Human-review status
Citation
When using this dataset, cite both the dataset repository and the underlying instruction.
@dataset{dod_civilian_performance_management_qa,
title = {DoD Civilian Performance Management Question-Answer Dataset},
author = {Dataset Contributor},
year = {2026},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/USERNAME/DATASET_NAME},
note = {Synthetic document-grounded question-answer dataset based on DoD Instruction 1400.25, Volume 430}
}
Source Citation
Department of Defense.
DoD Instruction 1400.25, Volume 430:
DoD Civilian Personnel Management System: Performance Management.
January 17, 2025.
Incorporating Change 1, effective January 27, 2026.
License
The underlying instruction is a work of the United States Government and is generally not subject to copyright protection within the United States.
The dataset’s synthetic questions, answers, organization, metadata, and documentation may be distributed under terms selected by the repository owner.
The other identifier distinguishes the Federal source from any license applied to the synthetic and organizational contributions.
Repository maintainers should replace other only after selecting and validating an appropriate license.
Disclaimer
This dataset is provided “as is” for research, educational, and experimental model-development purposes. No warranty is made regarding completeness, policy accuracy, personnel applicability, legal interpretation, rating accuracy, or fitness for a particular purpose.
Users are responsible for validating all model outputs, employee-coverage determinations, performance plans, performance standards, ratings, awards, within-grade increase decisions, improvement opportunities, reassignment decisions, reduction-in-grade actions, removal actions, and EEO conclusions against current authoritative statutes, regulations, Department of Defense policy, applicable collective bargaining agreements, and qualified human-resources, employee-relations, EEO, labor-relations, and legal review.
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