Saturday, May 11, 2024

Personalized Reading Assessments with Generative AI : Individualized and Tailored Progress Monitoring

Leveraging Generative AI for Personalized Reading Instruction and Progress Monitoring 

Abstract:
The ability to provide personalized, targeted instruction and interventions is crucial for supporting all students in becoming proficient readers. However, developing customized assessments, materials, and lessons can be extremely time-intensive for teachers. This article explores the potential of generative AI to revolutionize personalized reading instruction and progress monitoring. 

Generative AI models can rapidly create unlimited, tailored assessments across all key reading components - phonological awareness, phonics, fluency, vocabulary, and comprehension. These dynamic assessments provide precise diagnostic data to identify each student's specific instructional needs. The same generative capabilities allow for automated development of individualized skill materials, practice activities, and intervention lessons customized to learners' zones of proximal development.

Additionally, generative AI can enhance progress monitoring by generating regular curriculum-based measurement probes tailored to the skills each student needs to develop next. The speed and adaptability of generative AI enables nimble adjustment of instruction in response to progress monitoring data. This data-driven personalization can maximize learning for every student, helping to close achievement gaps.

The article provides examples of practical applications of generative AI for reading assessments, materials, and progress monitoring. It outlines a framework for how generative AI and automatedsurface-formative assessments can support teachers in delivering the differentiated instruction needed to meet the needs of all learners and close the two-sigma gap between struggling and proficient readers. Implications for AI-personalized learning across K-12 content areas are discussed. 

Progress monitoring is a crucial aspect of ensuring that every child receives the necessary support and interventions to excel in reading. The development of assessments and probes using generative AI can significantly enhance our ability to identify areas of strength and weakness, track progress, and tailor personalized reading programs for each student. Here are some ways in which generative AI can be utilized for progress monitoring in the science of reading:

1. Phonological Awareness Assessments:

- Generative AI can create a vast array of tasks and prompts to assess a child's ability to manipulate the sounds within words, such as blending, segmenting, and rhyming.

- These assessments can be tailored to different levels of difficulty, providing a comprehensive understanding of the child's phonological awareness skills.

Here is a comprehensive set of three phonological awareness assessments with directions for administration and scoring rubrics for placement:

Assessment 1: Rhyme Recognition
Directions: Say each word pair to the student. The student should indicate whether the two words rhyme or not by saying "yes" or "no."  

Word Pairs:
1. cat - bat
2. dog - log  
3. pen - hen
4. book - cook
5. tree - car
6. fish - dish
7. ball - wall
8. sun - fun
9. cake - rake  
10. bear - chair

Scoring: 1 point for each correct response. 
0-3 points: Needs intensive rhyming instruction
4-6 points: Needs additional rhyming practice  
7-10 points: Meets rhyming expectations for grade level

Assessment 2: Phoneme Blending
Directions: Say the individual sounds in a word, segmenting each sound. Ask the student to blend the sounds and tell you the whole word.

Words:  
1. /s/ /u/ /n/ (sun)
2. /h/ /a/ /t/ (hat)
3. /ch/ /i/ /p/ (chip) 
4. /f/ /l/ /a/ /t/ (flat)
5. /b/ /l/ /a/ /n/ /k/ /e/ /t/ (blanket)

Scoring: 1 point for each correct word blended
0-2 points: Intensive blending instruction needed
3 points: Additional blending practice needed
4-5 points: Meets blending expectations  

Assessment 3: Phoneme Segmentation 
Directions: Say a word and ask the student to separate and say each individual sound in the word.

Words:
1. pig
2. shape  
3. monkey
4. crunch
5.string

Scoring Rubric:
0-1 correct: Intensive segmenting instruction needed
2 correct: Additional segmenting practice needed  
3-5 correct: Meets segmenting expectations

Placement Guidelines:
0-5 points overall: Needs intensive phonological awareness intervention 
6-10 points: Provide supplementary phonological awareness instruction and practice
11-15 points: Meets grade level expectations, continue monitoring progress

These assessments cover key phonological awareness skills. Administer each assessment individually, providing clear instructions. Record points for correct responses based on the provided scoring guides. The total score will inform the placement and need for phonological awareness intervention or instruction. Regular progress monitoring using these types of assessments is recommended.

Phonological awareness is the ability to recognize and manipulate the sounds in spoken words. It's a pre-reading listening skill that's related to phonics, but the two are distinct skills. Phonological awareness includes the following domains:
  • Word awareness: Recognizing the number of words in a sentence
  • Rhyming: Recognizing words that sound alike, categorizing words with similar sounds, and producing words that sound the same as others
  • Alliteration: Recognizing the repetition of the same sound at the beginning of two or more words in a phrase
  • Syllable awareness: Identifying syllables in a word
  • Onset and rime awareness: Breaking words down into their building blocks, with onset being the first sound and rime being the remaining sounds
  • Phonemic awareness: Identifying and manipulating individual sounds (phonemes) in spoken words
  • Phoneme isolation: Hearing and isolating a single sound within a word, at the beginning, middle, or end
2. Phonics Assessments:

- AI can generate numerous word lists and passages to evaluate a child's knowledge of letter-sound correspondence, decoding skills, and ability to blend sounds into words.

- Assessments can be created to target specific phonics patterns or rules, ensuring a thorough understanding of the phonics system.

Here is a comprehensive set of three phonics assessments with directions for administration and scoring rubrics for placement:

Assessment 1: Letter-Sound Correspondence
Directions: Show the student individual letters (both uppercase and lowercase). Ask the student to provide the sound that each letter makes.

Letters:
1. m
2. t
3. A
4. f
5. s
6. R
7. n
8. E
9. b
10. z

Scoring: 1 point for each correct letter-sound correspondence
0-5 points: Needs intensive letter-sound instruction
6-8 points: Needs additional letter-sound practice
9-10 points: Meets letter-sound expectations for grade level

Assessment 2: Word Reading (Consonant-Vowel-Consonant Words)
Directions: Show the student the following list of CVC words one at a time. Ask the student to read each word aloud.

Words:
1. cat
2. rug
3. hop
4. met
5. pin
6. sob
7. vet
8. yum
9. zap
10. wax

Scoring: 1 point for each word read correctly
0-4 points: Intensive CVC word reading instruction needed
5-7 points: Additional CVC word reading practice needed
8-10 points: Meets CVC word reading expectations

Assessment 3: Nonsense Word Reading (Consonant Blends and Digraphs)
Directions: Show the student the following list of nonsense words one at a time. Ask the student to read each nonsense word aloud, applying their knowledge of consonant blends and digraphs.

Nonsense Words:
1. blip
2. gron
3. quap
4. sprig
5. throp
6. shune
7. plast
8. brank
9. quilt
10. scrib

Scoring: 1 point for each nonsense word read correctly
0-3 points: Intensive consonant blend/digraph instruction needed
4-6 points: Additional consonant blend/digraph practice needed
7-10 points: Meets consonant blend/digraph expectations

Placement Guidelines:
0-10 points overall: Needs intensive phonics intervention
11-20 points: Provide supplementary phonics instruction and practice
21-30 points: Meets grade level phonics expectations, continue monitoring progress

These assessments cover key phonics skills, including letter-sound correspondence, CVC word reading, and knowledge of consonant blends and digraphs. Administer each assessment individually, providing clear instructions. Record points for correct responses based on the provided scoring guides. The total score will inform the placement and need for phonics intervention or instruction. Regular progress monitoring using these types of assessments is recommended.

Phonological awareness and phonics are different literacy focuses that overlap and are both essential for readingPhonological awareness is a pre-reading listening skill that involves recognizing and manipulating sounds in spoken language, such as syllables, rhymes, and speech sounds. Phonics is the knowledge of letter sounds and the ability to apply that knowledge to decode written words, which involves mapping speech sounds to letters or letter patterns.

3. Fluency Assessments:

- Generative AI can create age-appropriate passages with varying levels of complexity to assess a child's reading fluency, including accuracy, rate, and prosody.

- These passages can be designed to incorporate specific word types, sentence structures, or content areas to provide a comprehensive evaluation of fluency skills.

Here are three fluency drills in the style of DIBELS with correct words per minute at the end of each passage, along with directions for Running Records and scoring:

Fluency Drill 1: Grade 2 Level
Directions: Have the student read the following passage aloud for one minute. Mark any words read incorrectly or skipped. At the end of one minute, note the last word read and calculate the total words read correctly per minute (WCPM).

Passage: The Big Puppy
Max got a new puppy for his birthday. The puppy was big and furry. He had floppy ears and a long tail. Max named him Buddy. Buddy loved to play fetch with Max. He would run and get the ball. Then he would bring it back to Max. Max and Buddy were best friends.
(90 words)

Running Record Directions: As the student reads, make a notation for each word read incorrectly or skipped. Self-corrections made within 3 seconds can be counted as correct. Calculate WCPM by subtracting errors from total words read.

Scoring: 
0-19 WCPM: Intensive fluency intervention needed
20-39 WCPM: Additional fluency practice needed
40-60 WCPM: Meets grade 2 fluency expectations

Fluency Drill 2: Grade 4 Level  
Directions: Follow the same procedure as Drill 1.

Passage: A Chilly Adventure
Sara and her friends decided to go ice skating on the frozen lake. They bundled up in warm coats, hats, and mittens. The icy wind stung their faces as they laced up their skates. Sara was a bit wobbly at first, but soon she was gliding smoothly across the ice. Her friends raced each other and did silly spins. After an hour, their cheeks were rosy from the cold. They warmed up with hot cocoa before heading home.  
(100 words)  

Scoring:
0-44 WCPM: Intensive fluency intervention needed  
45-74 WCPM: Additional fluency practice needed
75-115 WCPM: Meets grade 4 fluency expectations  

Fluency Drill 3: Grade 6 Level
Directions: Follow the same procedure as previous drills.  

Passage: The Science Museum
On a crisp autumn day, Mrs. Wilson's class took a field trip to the science museum. They were thrilled to explore the interactive exhibits. In the physics section, they experimented with pulleys and levers. The biology area featured a butterfly garden teeming with colorful winged insects. Perhaps the most fascinating was the planetarium, where students gazed at projected stars and distant galaxies. The museum brought science to life in an unforgettable way.
(100 words)

Scoring:  
0-69 WCPM: Intensive fluency intervention needed
70-99 WCPM: Additional fluency practice needed  
100-140 WCPM: Meets grade 6 fluency expectations

These fluency drills provide passages of increasing complexity to assess a student's accuracy, rate, and prosody in reading connected text. Administer each drill individually, timing for one minute and marking any errors. Calculate WCPM by subtracting errors from total words read. Use the provided scoring guidelines to determine placement for fluency instruction or intervention. Regular progress monitoring with these types of fluency drills is recommended.

Reading fluency is the ability to read accurately, quickly, and with expression. It's a foundation for good reading comprehension because fluent readers can focus on the meaning of a text instead of decoding wordsThey can also make connections between the text's ideas and their background knowledge.

4. Vocabulary Assessments:

Here is a vocabulary assessment that covers kindergarten through 6th grade levels:

Kindergarten Vocabulary
Directions: Say each word and ask the student to point to the picture that matches the word.

1. apple
(show pictures of: apple, banana, orange, grapes)

2. dog 
(dog, cat, bird, fish)

3. red
(red, blue, green, yellow)

4. big
(big ball, small ball) 

5. run
(pictures of a child running, walking, jumping, sitting)

Scoring: 1 point for each correct answer
0-2 points: Intensive vocabulary instruction needed
3 points: Additional vocabulary practice needed  
4-5 points: Meets kindergarten expectations

Grade 1 Vocabulary  
Directions: Read the word and definition. Ask the student to provide the word.

1. A large vehicle that carries many people. (bus)
2. A person who teaches. (teacher)
3. The opposite of stop. (go)  
4. A piece of furniture to sit on. (chair)
5. The opposite of open. (closed)

Scoring: 1 point for each correct word
0-2 correct: Needs intensive vocabulary instruction  
3 correct: Needs additional vocabulary practice
4-5 correct: Meets grade 1 expectations

Grade 2 Vocabulary
Directions: Provide a simple definition and ask student to give word.

1. The natural outer covering of a tree trunk (bark)
2. A person who fixes things (repair)
3. To save money (save) 
4. Extremely large (enormous)
5. Loud, harsh sound (blare)

Scoring: 
0-2 correct: Intensive vocabulary instruction needed
3 correct: Additional practice needed
4-5 correct: Meets expectations

Grade 3 Vocabulary
Directions: Student will identify the meaning of the bolded words using context clues from the sentences.

1. The soccer player dribbled skilfully down the field.
2. The hungry bear emerged from its cave after hibernation. 
3. The reliable student always completed his work on time.
4. The fragile vase was handle with care to avoid breaking it.
5. The sweltering summer day made them seek shade.

Scoring:
0-2 correct meanings: Needs intensive vocabulary/context instruction
3 correct meanings: Additional vocabulary/context practice needed
4-5 correct meanings: Meets grade 3 expectations

Grades 4-6 Vocabulary
Directions: Student will write a synonym or antonym for the given words.

1. Summit (Synonym)
2. Abandon (Antonym)
3. Scarce (Synonym) 
4. Timid (Antonym)
5. Vigorous (Synonym)

Scoring: 
0-2 correct: Intensive synonyms/antonyms instruction needed
3 correct: Additional synonyms/antonyms practice needed  
4-5 correct: Meets expectations for grades 4-6

This vocabulary assessment covers key skills from kindergarten picture vocabulary to synonyms/antonyms in upper elementary grades. Adjust directions as needed and use provided scoring guides to identify areas of need or strength. Regular progress monitoring is essential.

- AI can generate a multitude of vocabulary items, ranging from simple word definitions to more complex tasks involving synonyms, antonyms, and contextual clues.

- Assessments can be tailored to specific grade levels or content areas, ensuring a robust evaluation of a child's vocabulary knowledge.

Here is a comprehensive set of three vocabulary assessments with directions for administration and scoring rubrics for placement:

Assessment 1: Word Definitions
Directions: Read each word aloud to the student. Ask the student to provide a definition or explanation of the word's meaning.

Words:
1. Estimate
2. Confident
3. Celebration  
4. Appreciate
5. Astonished
6. Encounter
7. Miniature
8. Cooperate
9. Enormous  
10. Identify

Scoring: 
2 points for a complete and accurate definition
1 point for a partially correct definition
0 points for an incorrect or no response

0-6 points: Intensive vocabulary instruction needed
7-13 points: Additional vocabulary practice needed  
14-20 points: Meets grade level vocabulary expectations

Assessment 2: Synonyms and Antonyms
Directions: Read each target word and the provided word choices. Ask the student to select the synonym (word with a similar meaning) or antonym (word with the opposite meaning).

1. Big (Synonym: large, small, gigantic)
2. Angry (Antonym: happy, mad, calm)
3. Brave (Synonym: courageous, coward, fearless)
4. Difficult (Antonym: easy, hard, struggle)
5. Famous (Synonym: well-known, unknown, celebrated)

Scoring: 1 point for each correct answer
0-2 points: Intensive synonyms/antonyms instruction needed
3 points: Additional synonyms/antonyms practice needed
4-5 points: Meets synonyms/antonyms expectations  

Assessment 3: Vocabulary in Context
Directions: Read the following sentences aloud, omitting the underlined word. Ask the student to use context clues to determine the meaning of the underlined word.

1. The curious child asked many questions to satisfy her inquisitive nature.
2. Despite the rainy weather, the determined runner continued the marathon.
3. The aroma of freshly baked cookies filled the cozy kitchen. 
4. After the catastrophic earthquake, relief efforts were organized.
5. The diligent student devoted many hours to studying for exams.

Scoring Rubric:
2 points: Accurate meaning provided using context clues
1 point: Partial or vague understanding demonstrated  
0 points: Incorrect or no response

0-3 points: Intensive vocabulary in context instruction needed
4-6 points: Additional vocabulary in context practice needed
7-10 points: Meets vocabulary in context expectations

Placement Guidelines:
0-10 points overall: Needs intensive vocabulary intervention
11-20 points: Provide supplementary vocabulary instruction/practice  
21-30 points: Meets grade level vocabulary expectations, continue monitoring

These assessments cover various aspects of vocabulary knowledge, including definitions, synonyms/antonyms, and using context clues. Follow the provided directions and scoring guides. The overall score will determine placement for vocabulary intervention or enrichment. Regular progress monitoring is crucial for developing robust vocabulary skills.

5. Reading Comprehension Assessments:

- Generative AI can create a wide range of comprehension passages and questions, covering various genres, text structures, and reading strategies.

- These assessments can incorporate higher-order thinking skills, such as inferencing, analyzing, and evaluating, to provide a comprehensive understanding of a child's reading comprehension abilities.
Here are the reading comprehension assessments reorganized by grade level:

Grade 2 Reading Comprehension Assessment  

Directions: Have the student read the following short passage, then answer the comprehension questions.

The Puppy
Sam got a new puppy for his birthday. The puppy was small and furry with a wagging tail. Sam named him Buddy. Buddy liked to play fetch with Sam in the backyard. When Sam threw the ball, Buddy would run after it and bring it back. Sam gave Buddy hugs and treats. He was the best puppy ever!

Questions:
1. What did Sam get for his birthday? (a puppy)
2. What did Sam name his new puppy? (Buddy)
3. What game did Buddy like to play? (fetch)
4. What did Sam give Buddy for bringing the ball back? (hugs and treats)
5. Why did Sam think Buddy was the best? (He was a fun, loving puppy)

Scoring: 1 point for each correct answer
0-2 points: Intensive comprehension support needed  
3 points: Additional comprehension practice needed
4-5 points: Meets grade 2 expectations

Grade 3 Reading Comprehension Assessment

Directions: Student will read the passage and answer the comprehension questions. 

The Frog Prince  
A beautiful princess sadly dropped her golden ball into a deep pond. A frog popped up and promised to retrieve it in exchange for a favor. The princess agreed, though she did not intend to keep her word to a frog. When the frog did return with the golden ball, the princess ran off without thanking him. Later that night, there was an unexpected knock at the door. It was the frog, asking to keep her promise! Though disgusted, the kindhearted princess finally let the frog spend the night. In the morning, the frog had transformed into a handsome prince!

Questions:
1. What did the princess accidentally drop into the pond?
2. What deal did the frog make with the princess? 
3. Why did the princess run away after getting her ball back?
4. What unexpected event happened when the frog came knocking that night?
5. How did keeping her promise to the frog result in a happy ending?

Scoring: 1 point per acceptable answer
0-2 points: Needs intensive comprehension instruction  
3 points: Needs additional practice
4-5 points: Meets grade 3 expectations

Grade 4 Reading Comprehension Assessment  

Directions: Read the following passage about text structure, then answer the questions.

Finding a Good Book

Introduction: Looking for an excellent book to read can be tricky. You'll want to consider genre as well as fiction or non-fiction.

Fiction Books
- Genres: Fantasy, mystery, historical fiction, etc.
- Made-up stories with imaginary characters/events
- Authors use literary techniques like imagery and metaphor

Non-Fiction Books  
- Genres: Biography, autobiography, informational 
- Focus on real people, events, and facts
- Authors include text features like charts, diagrams, glossary

Conclusion: No matter your interests, there are great fiction and non-fiction options awaiting! Ask your teacher or librarian for recommendations.

Questions:
1. What two main categories were used to organize information in the passage?
2. Identify a detail given to describe fiction books.
3. Give an example of a non-fiction book genre mentioned.
4. Why would an author use text features like charts in a non-fiction book?
5. How does the conclusion suggest getting more book recommendations?

Scoring: 
0-2 correct: Intensive instruction needed on text structure  
3 correct: Additional text structure practice needed
4-5 correct: Meets grade 4 expectations

Grade 5 Reading Comprehension Assessment  

Directions: Read the passage, then answer the inferencing and analysis questions.

Excerpt from The Secret Garden by Frances Hodgson Burnett  
Mary Lennox was a disagreeable and spoiled young girl. When her parents died in India, she moved to England to live with an uncle she had never met in a huge, old manor on the moors. Her sour-faced uncle kept to himself, leaving Mary alone and bored.

One day, Mary overheard an elderly gardener mention a secret garden that had been locked up and abandoned years ago. Her curiosity was piqued. She thought that finding this secret garden would relieve her isolation and boredom. Mary began exploring the manor's vast grounds, looking for the mysterious locked garden and a way inside.

Questions:
1. What can you infer Mary's initial attitude and behavior were like from the passage's descriptions?
2. Why might Mary's parents' deaths andhavingtoleaveIndia have contributed to her negative disposition?
3. Interpret why finding the secret abandoned garden appealed to and motivated Mary.  
4. In the line "Her curiosity was piqued," what does the word piqued mean in this context?
5. Analyze how the setting details of the lonely, secretive manor set an appropriate mood for this story's beginning.

Scoring:
0-2 points: Needs intensive instruction on inferencing and analysis
3 points: Needs additional inferencing/analysis practice  
4-5 points: Meets grade 5 expectations

Grade 6 Reading Comprehension Assessment

Directions: Read this passage about the human brain. Then answer the comprehension questions.

The Incredible Human Brain

The human brain is a biological marvel - a compact source of intellect, memory, and consciousness. It contains around 100 billion specialized nerve cells called neurons that transmit signals to coordinate thoughts, movements, and bodily functions.

At birth, a baby's brain contains essentially all the neurons it will ever have. However, neural connections called synapses rapidly develop and multiply through childhood. By age 3, the brain has formed about 1,000 trillion synapses! This proliferation of connections allows children to actively learn vast amounts during their early years.

As unnecessary connections are eliminated, the remaining synapses are reinforced through life experiences. The brain essentially rewires itself over time. Though not a muscle, the brain's plasticity means it can grow and change throughout a person's lifetime based on environment and habits. Amazing!  

1. Identify two key roles of the brain stated in the passage.
2. How many neurons does the passage estimate are in the human brain? 
3. At what age does the passage indicate the brain has formed its maximum neural connections?  
4. Explain the concept of "brain plasticity" described in the final paragraph.
5. Why do you think the author concludes by calling the brain's plasticity "amazing"?

Scoring:
0-2 points: Intensive comprehension reteaching needed
3 points: Additional comprehension support needed  
4-5 points: Meets grade 6 expectations

By separating the assessments into grade level passages and questions, it allows for more targeted progress monitoring and individualized reading comprehension support across the elementary years. Scoring rubrics are included to identify students' areas of strength or need. Consistent use of these types of assessments is recommended.

Here is a comprehensive set of three vocabulary assessments with directions for administration and scoring rubrics for placement:

 

Assessment 1: Word Definitions

Directions: Read each word aloud to the student. Ask the student to provide a definition or explanation of the word's meaning.

 

Words:

1. Estimate

2. Confident

3. Celebration 

4. Appreciate

5. Astonished

6. Encounter

7. Miniature

8. Cooperate

9. Enormous 

10. Identify

 

Scoring:

2 points for a complete and accurate definition

1 point for a partially correct definition

0 points for an incorrect or no response

 

0-6 points: Intensive vocabulary instruction needed

7-13 points: Additional vocabulary practice needed 

14-20 points: Meets grade level vocabulary expectations

 

Assessment 2: Synonyms and Antonyms

Directions: Read each target word and the provided word choices. Ask the student to select the synonym (word with a similar meaning) or antonym (word with the opposite meaning).

 

1. Big (Synonym: large, small, gigantic)

2. Angry (Antonym: happy, mad, calm)

3. Brave (Synonym: courageous, coward, fearless)

4. Difficult (Antonym: easy, hard, struggle)

5. Famous (Synonym: well-known, unknown, celebrated)

 

Scoring: 1 point for each correct answer

0-2 points: Intensive synonyms/antonyms instruction needed

3 points: Additional synonyms/antonyms practice needed

4-5 points: Meets synonyms/antonyms expectations 

 

Assessment 3: Vocabulary in Context

Directions: Read the following sentences aloud, omitting the underlined word. Ask the student to use context clues to determine the meaning of the underlined word.

 

1. The curious child asked many questions to satisfy her inquisitive nature.

2. Despite the rainy weather, the determined runner continued the marathon.

3. The aroma of freshly baked cookies filled the cozy kitchen.

4. After the catastrophic earthquake, relief efforts were organized.

5. The diligent student devoted many hours to studying for exams.

 

Scoring Rubric:

2 points: Accurate meaning provided using context clues

1 point: Partial or vague understanding demonstrated 

0 points: Incorrect or no response

 

0-3 points: Intensive vocabulary in context instruction needed

4-6 points: Additional vocabulary in context practice needed

7-10 points: Meets vocabulary in context expectations

 

Placement Guidelines:

0-10 points overall: Needs intensive vocabulary intervention

11-20 points: Provide supplementary vocabulary instruction/practice 

21-30 points: Meets grade level vocabulary expectations, continue monitoring 

These assessments cover various aspects of vocabulary knowledge, including definitions, synonyms/antonyms, and using context clues. Follow the provided directions and scoring guides. The overall score will determine placement for vocabulary intervention or enrichment. Regular progress monitoring is crucial for developing robust vocabulary skills.. Regular progress monitoring using these types of assessments is recommended.

In addition to creating assessments, generative AI can be used to develop individualized and personalized reading programs for each child. By analyzing the data from progress monitoring assessments, AI can identify specific areas of need and generate tailored learning materials, exercises, and instructional strategies to address those areas. This personalized approach can help close the two-sigma gap by providing targeted interventions and support to each child based on their unique strengths and weaknesses.

Furthermore, generative AI can assist teachers in creating progress monitoring probes and assessments that are more engaging and relevant to the interests and cultural backgrounds of their students. This can enhance student motivation and participation, leading to more accurate and meaningful assessment data.

While computerized tests can be useful for certain aspects of progress monitoring, it is essential to incorporate paper-pencil assessments administered in person by trained professionals. This approach allows for observational data, provides opportunities for immediate feedback and intervention, and ensures a more comprehensive evaluation of a child's reading skills.

By leveraging the power of generative AI in conjunction with traditional paper-pencil assessments and the expertise of teachers, we can develop a comprehensive and personalized approach to progress monitoring in the science of reading. This approach can help ensure that every child receives the support they need to become proficient readers, closing the achievement gap and setting them up for academic success.

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