<format type="json">{analysis_id: string, analysis_date: date, source_document_type: string, source_document_title: string, subject_area: string, is_current_version: boolean, target_audience: {grade_level_min: number, grade_level_max: number optional, educational_setting: string optional}, learning_units: list[{unit_id: string, unit_title: string, duration_hours: number optional, key_concepts: list[string], learning_objectives: list[{objective_id: string, description: string, cognitive_level: string optional, keywords: list[string], suggested_assessments: list[string]}], required_materials: list[{material_type: string, title: string, identifier: string optional, quantity: number optional, is_publicly_accessible: boolean}]}], cross_curricular_links: list[{linked_subject: string, linked_topic: string, relevance_notes: string optional}] optional, alignment_notes: string optional, detected_gaps: list[{gap_description: string, gap_category: string, affected_objectives_ids: list[string], suggested_intervention: string optional}] optional}</format> <data>**CONFIDENTIAL CURRICULUM ANALYSIS MEMORANDUM**

**Reference ID:** CALIGN-2024-COM446-694
**Date of Analysis:** 2024-11-20

This report summarizes the findings of a curriculum alignment analysis conducted on the document titled 'COM446: Advanced Algorithms - Fall 2024', which is a National Standards Document for Computer Science. It is important to note that this review pertains to a prior version of the curriculum, not the one currently in effect. The intended audience is within the University Undergraduate, spanning from grade level 15 to 15.
The curriculum is segmented into 3 distinct learning units. As an example, the unit 'Advanced Algorithms' It focuses on core concepts such as algorithms, database. A key objective in this section (Ref: OBJ-01-01) is for students to ' architect the concept of machine learning.', which is categorized at the 'unspecified' cognitive level. Supporting resources include a Textbook Chapter titled 'Total real-time hardware'. Its public accessibility is noted as False. Our intern, who helped compile the materials list, mentioned having trouble locating a physical copy for review.

**General Alignment Commentary:**
The overall assessment from the review committee is as follows: Smile technology man public. Occur authority tonight drug growth customer expert. Trade yard through college.

**Identified Deficiencies:**
A primary concern raised during the analysis was a gap related to 'outdated_material': Insufficient focus on database application. This particularly impacts objectives like OBJ-03-02. The proposed remediation is to incorporate a new reading on the topic.

**Interdisciplinary Opportunities:**
An opportunity for cross-curricular linkage with Logic was identified, particularly around the topic of 'Formal Verification'. Election tonight against list Republican.</data>
{
  "analysis_id": "CALIGN-2024-COM446-694",
  "analysis_date": "2024-11-20",
  "source_document_type": "National Standards Document",
  "source_document_title": "COM446: Advanced Algorithms - Fall 2024",
  "subject_area": "Computer Science",
  "is_current_version": false,
  "target_audience": {
    "grade_level_min": 15,
    "grade_level_max": 15,
    "educational_setting": "University Undergraduate"
  },
  "learning_units": [
    {
      "unit_id": "UNIT-01",
      "unit_title": "Advanced Algorithms",
      "key_concepts": [
        "algorithms",
        "database",
        "object-oriented programming"
      ],
      "learning_objectives": [
        {
          "objective_id": "OBJ-01-01",
          "description": "Students will be able to architect the concept of machine learning.",
          "keywords": [
            "algorithms",
            "networking"
          ],
          "suggested_assessments": [
            "presentation",
            "essay",
            "multiple_choice_quiz"
          ]
        },
        {
          "objective_id": "OBJ-01-02",
          "description": "Students will be able to implement the concept of machine learning.",
          "keywords": [
            "data structures",
            "object-oriented programming",
            "networking",
            "machine learning"
          ],
          "suggested_assessments": [
            "project",
            "multiple_choice_quiz"
          ]
        },
        {
          "objective_id": "OBJ-01-03",
          "description": "Students will be able to debug the concept of database.",
          "keywords": [
            "database",
            "machine learning",
            "algorithms"
          ],
          "suggested_assessments": [
            "presentation",
            "essay",
            "problem_solving_set"
          ]
        },
        {
          "objective_id": "OBJ-01-04",
          "description": "Students will be able to optimize the concept of data structures.",
          "keywords": [
            "algorithms",
            "machine learning"
          ],
          "suggested_assessments": [
            "presentation",
            "lab_report",
            "essay"
          ],
          "cognitive_level": "Create"
        }
      ],
      "required_materials": [
        {
          "material_type": "Textbook Chapter",
          "title": "Total real-time hardware",
          "is_publicly_accessible": false,
          "identifier": "ISBN: 978-7484124419",
          "quantity": 13
        }
      ]
    },
    {
      "unit_id": "UNIT-02",
      "unit_title": "Artificial Intelligence",
      "key_concepts": [
        "algorithms",
        "networking",
        "machine learning"
      ],
      "learning_objectives": [
        {
          "objective_id": "OBJ-02-01",
          "description": "Students will be able to design the concept of data structures.",
          "keywords": [
            "algorithms",
            "object-oriented programming",
            "machine learning"
          ],
          "suggested_assessments": [
            "problem_solving_set",
            "lab_report",
            "presentation"
          ],
          "cognitive_level": "Evaluate"
        },
        {
          "objective_id": "OBJ-02-02",
          "description": "Students will be able to implement the concept of database.",
          "keywords": [
            "networking",
            "database",
            "data structures"
          ],
          "suggested_assessments": [
            "lab_report",
            "problem_solving_set"
          ]
        },
        {
          "objective_id": "OBJ-02-03",
          "description": "Students will be able to design the concept of algorithms.",
          "keywords": [
            "data structures",
            "object-oriented programming",
            "networking",
            "machine learning"
          ],
          "suggested_assessments": [
            "problem_solving_set",
            "multiple_choice_quiz",
            "essay"
          ]
        }
      ],
      "required_materials": [
        {
          "material_type": "Lab Manual",
          "title": "Right-sized didactic benchmark",
          "is_publicly_accessible": true,
          "identifier": "COM446-MAT-991",
          "quantity": 41
        },
        {
          "material_type": "Journal Article",
          "title": "Progressive global paradigm",
          "is_publicly_accessible": false,
          "identifier": "ISBN: 978-1620584395",
          "quantity": 22
        },
        {
          "material_type": "Online Video",
          "title": "Realigned leadingedge functionalities",
          "is_publicly_accessible": true,
          "identifier": "http://owens.com/",
          "quantity": 38
        }
      ],
      "duration_hours": 21
    },
    {
      "unit_id": "UNIT-03",
      "unit_title": "Artificial Intelligence",
      "key_concepts": [
        "data structures",
        "algorithms",
        "object-oriented programming"
      ],
      "learning_objectives": [
        {
          "objective_id": "OBJ-03-01",
          "description": "Students will be able to debug the concept of machine learning.",
          "keywords": [
            "algorithms",
            "data structures"
          ],
          "suggested_assessments": [
            "multiple_choice_quiz",
            "essay"
          ]
        },
        {
          "objective_id": "OBJ-03-02",
          "description": "Students will be able to architect the concept of data structures.",
          "keywords": [
            "networking",
            "machine learning"
          ],
          "suggested_assessments": [
            "presentation",
            "multiple_choice_quiz"
          ],
          "cognitive_level": "Apply"
        },
        {
          "objective_id": "OBJ-03-03",
          "description": "Students will be able to design the concept of networking.",
          "keywords": [
            "algorithms",
            "database",
            "object-oriented programming",
            "machine learning"
          ],
          "suggested_assessments": [
            "lab_report",
            "essay"
          ],
          "cognitive_level": "Evaluate"
        },
        {
          "objective_id": "OBJ-03-04",
          "description": "Students will be able to analyze the concept of data structures.",
          "keywords": [
            "data structures",
            "networking",
            "machine learning"
          ],
          "suggested_assessments": [
            "project",
            "lab_report",
            "presentation"
          ],
          "cognitive_level": "Understand"
        }
      ],
      "required_materials": [
        {
          "material_type": "Online Video",
          "title": "De-engineered scalable data-warehouse",
          "is_publicly_accessible": true,
          "identifier": "http://castaneda-romero.com/"
        }
      ]
    }
  ],
  "cross_curricular_links": [
    {
      "linked_subject": "Logic",
      "linked_topic": "Formal Verification",
      "relevance_notes": "Election tonight against list Republican."
    }
  ],
  "alignment_notes": "Smile technology man public. Occur authority tonight drug growth customer expert. Trade yard through college.",
  "detected_gaps": [
    {
      "gap_description": "Insufficient focus on database application.",
      "gap_category": "outdated_material",
      "affected_objectives_ids": [
        "OBJ-03-02"
      ],
      "suggested_intervention": "Incorporate a new reading on the topic."
    },
    {
      "gap_description": "Insufficient focus on networking application.",
      "gap_category": "insufficient_depth",
      "affected_objectives_ids": [
        "OBJ-01-04",
        "OBJ-01-03"
      ],
      "suggested_intervention": "Incorporate a new reading on the topic."
    }
  ]
}