<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-2025-COM409-948
**Date of Analysis:** 2025-03-06

This report summarizes the findings of a curriculum alignment analysis conducted on the document titled 'COM409: Advanced Algorithms - Fall 2025', which is a Lesson Plan for Computer Science. The intended audience is within the specified educational context, spanning from grade level 12 to 12.
The curriculum is segmented into 4 distinct learning units. As an example, the unit 'Advanced Algorithms' is projected to require approximately 12 instructional hours. It focuses on core concepts such as networking, data structures. A key objective in this section (Ref: OBJ-01-01) is for students to ' implement the concept of database.', which is categorized at the 'Remember' cognitive level. Supporting resources include a Textbook Chapter titled 'Future-proofed value-added functionalities'. 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: Clearly hospital choice training morning.

**Identified Deficiencies:**
A primary concern raised during the analysis was a gap related to 'outdated_material': Insufficient focus on data structures application. This particularly impacts objectives like OBJ-02-02, OBJ-03-01. The proposed remediation is to incorporate a new case study on the topic.

**Interdisciplinary Opportunities:**
An opportunity for cross-curricular linkage with Mathematics was identified, particularly around the topic of 'Discrete Mathematics'. Enter same rock positive positive different.</data>
{
  "analysis_id": "CALIGN-2025-COM409-948",
  "analysis_date": "2025-03-06",
  "source_document_type": "Lesson Plan",
  "source_document_title": "COM409: Advanced Algorithms - Fall 2025",
  "subject_area": "Computer Science",
  "is_current_version": true,
  "target_audience": {
    "grade_level_min": 12,
    "grade_level_max": 12
  },
  "learning_units": [
    {
      "unit_id": "UNIT-01",
      "unit_title": "Advanced Algorithms",
      "key_concepts": [
        "networking",
        "data structures",
        "machine learning"
      ],
      "learning_objectives": [
        {
          "objective_id": "OBJ-01-01",
          "description": "Students will be able to implement the concept of database.",
          "keywords": [
            "algorithms",
            "object-oriented programming"
          ],
          "suggested_assessments": [
            "presentation",
            "essay"
          ],
          "cognitive_level": "Remember"
        },
        {
          "objective_id": "OBJ-01-02",
          "description": "Students will be able to debug the concept of machine learning.",
          "keywords": [
            "algorithms",
            "database",
            "data structures"
          ],
          "suggested_assessments": [
            "presentation",
            "essay"
          ],
          "cognitive_level": "Remember"
        },
        {
          "objective_id": "OBJ-01-03",
          "description": "Students will be able to implement the concept of networking.",
          "keywords": [
            "data structures",
            "database",
            "networking",
            "machine learning"
          ],
          "suggested_assessments": [
            "lab_report",
            "essay",
            "multiple_choice_quiz"
          ]
        },
        {
          "objective_id": "OBJ-01-04",
          "description": "Students will be able to analyze the concept of networking.",
          "keywords": [
            "algorithms",
            "data structures"
          ],
          "suggested_assessments": [
            "essay",
            "multiple_choice_quiz"
          ],
          "cognitive_level": "Create"
        }
      ],
      "required_materials": [
        {
          "material_type": "Textbook Chapter",
          "title": "Future-proofed value-added functionalities",
          "is_publicly_accessible": false,
          "identifier": "ISBN: 978-6865601818",
          "quantity": 23
        },
        {
          "material_type": "Textbook Chapter",
          "title": "Proactive zero-defect orchestration",
          "is_publicly_accessible": true,
          "identifier": "ISBN: 978-6812638887",
          "quantity": 14
        },
        {
          "material_type": "Journal Article",
          "title": "Cloned user-facing array",
          "is_publicly_accessible": false,
          "identifier": "ISBN: 978-5006712933"
        }
      ],
      "duration_hours": 12
    },
    {
      "unit_id": "UNIT-02",
      "unit_title": "Network Security",
      "key_concepts": [
        "networking",
        "data structures",
        "machine learning",
        "algorithms"
      ],
      "learning_objectives": [
        {
          "objective_id": "OBJ-02-01",
          "description": "Students will be able to architect the concept of algorithms.",
          "keywords": [
            "database",
            "algorithms"
          ],
          "suggested_assessments": [
            "problem_solving_set",
            "multiple_choice_quiz",
            "project"
          ],
          "cognitive_level": "Remember"
        },
        {
          "objective_id": "OBJ-02-02",
          "description": "Students will be able to architect the concept of database.",
          "keywords": [
            "machine learning",
            "database",
            "data structures",
            "object-oriented programming"
          ],
          "suggested_assessments": [
            "multiple_choice_quiz",
            "project",
            "problem_solving_set"
          ],
          "cognitive_level": "Understand"
        },
        {
          "objective_id": "OBJ-02-03",
          "description": "Students will be able to optimize the concept of networking.",
          "keywords": [
            "object-oriented programming",
            "database"
          ],
          "suggested_assessments": [
            "multiple_choice_quiz"
          ],
          "cognitive_level": "Apply"
        }
      ],
      "required_materials": [
        {
          "material_type": "Journal Article",
          "title": "Open-source tertiary middleware",
          "is_publicly_accessible": true
        },
        {
          "material_type": "Textbook Chapter",
          "title": "Virtual eco-centric access",
          "is_publicly_accessible": false,
          "identifier": "ISBN: 978-8136188648",
          "quantity": 17
        },
        {
          "material_type": "Online Video",
          "title": "Digitized secondary process improvement",
          "is_publicly_accessible": false,
          "identifier": "http://martin.info/",
          "quantity": 8
        }
      ]
    },
    {
      "unit_id": "UNIT-03",
      "unit_title": "Advanced Algorithms",
      "key_concepts": [
        "networking",
        "machine learning",
        "database"
      ],
      "learning_objectives": [
        {
          "objective_id": "OBJ-03-01",
          "description": "Students will be able to optimize the concept of object-oriented programming.",
          "keywords": [
            "database",
            "algorithms",
            "object-oriented programming"
          ],
          "suggested_assessments": [
            "presentation",
            "multiple_choice_quiz"
          ],
          "cognitive_level": "Analyze"
        },
        {
          "objective_id": "OBJ-03-02",
          "description": "Students will be able to implement the concept of object-oriented programming.",
          "keywords": [
            "data structures",
            "object-oriented programming"
          ],
          "suggested_assessments": [
            "essay",
            "presentation",
            "project"
          ],
          "cognitive_level": "Understand"
        }
      ],
      "required_materials": [
        {
          "material_type": "Software Tool",
          "title": "Monitored regional migration",
          "is_publicly_accessible": false,
          "quantity": 11
        },
        {
          "material_type": "Textbook Chapter",
          "title": "Profit-focused disintermediate encoding",
          "is_publicly_accessible": false,
          "quantity": 3
        }
      ],
      "duration_hours": 13
    },
    {
      "unit_id": "UNIT-04",
      "unit_title": "Software Engineering Principles",
      "key_concepts": [
        "database",
        "object-oriented programming",
        "networking",
        "data structures",
        "machine learning"
      ],
      "learning_objectives": [
        {
          "objective_id": "OBJ-04-01",
          "description": "Students will be able to design the concept of database.",
          "keywords": [
            "machine learning",
            "networking",
            "database",
            "algorithms"
          ],
          "suggested_assessments": [
            "project",
            "presentation"
          ],
          "cognitive_level": "Apply"
        },
        {
          "objective_id": "OBJ-04-02",
          "description": "Students will be able to design the concept of networking.",
          "keywords": [
            "object-oriented programming",
            "database",
            "data structures",
            "networking"
          ],
          "suggested_assessments": [
            "essay",
            "project",
            "lab_report"
          ]
        },
        {
          "objective_id": "OBJ-04-03",
          "description": "Students will be able to implement the concept of machine learning.",
          "keywords": [
            "object-oriented programming",
            "networking",
            "data structures",
            "database"
          ],
          "suggested_assessments": [
            "problem_solving_set",
            "presentation",
            "multiple_choice_quiz"
          ]
        },
        {
          "objective_id": "OBJ-04-04",
          "description": "Students will be able to design the concept of machine learning.",
          "keywords": [
            "algorithms",
            "database"
          ],
          "suggested_assessments": [
            "problem_solving_set"
          ],
          "cognitive_level": "Evaluate"
        }
      ],
      "required_materials": [
        {
          "material_type": "Online Video",
          "title": "Configurable web-enabled secured line",
          "is_publicly_accessible": true,
          "identifier": "http://www.holloway.com/"
        },
        {
          "material_type": "Online Video",
          "title": "Reactive motivating framework",
          "is_publicly_accessible": true,
          "identifier": "https://kennedy-vega.com/"
        }
      ],
      "duration_hours": 12
    }
  ],
  "cross_curricular_links": [
    {
      "linked_subject": "Mathematics",
      "linked_topic": "Discrete Mathematics",
      "relevance_notes": "Enter same rock positive positive different."
    }
  ],
  "alignment_notes": "Clearly hospital choice training morning.",
  "detected_gaps": [
    {
      "gap_description": "Insufficient focus on data structures application.",
      "gap_category": "outdated_material",
      "affected_objectives_ids": [
        "OBJ-02-02",
        "OBJ-03-01"
      ],
      "suggested_intervention": "Incorporate a new case study on the topic."
    },
    {
      "gap_description": "Insufficient focus on machine learning application.",
      "gap_category": "missing_content",
      "affected_objectives_ids": [
        "OBJ-02-02"
      ],
      "suggested_intervention": "Incorporate a new reading on the topic."
    }
  ]
}