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skillMapping.ts
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136 lines (116 loc) · 3.73 KB
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import { TeamMember } from '../types';
export interface SkillDistribution {
skill: string;
count: number;
members: string[];
}
export interface RoleAssignment {
role: string;
member: TeamMember;
confidence: number;
}
const roleKeywords: Record<string, string[]> = {
'Frontend': ['frontend', 'react', 'vue', 'angular', 'html', 'css', 'ui', 'ux', 'design'],
'Backend': ['backend', 'node', 'python', 'java', 'api', 'server', 'database', 'sql'],
'AI/ML': ['ai', 'ml', 'machine learning', 'data science', 'tensorflow', 'pytorch'],
'DevOps': ['devops', 'docker', 'kubernetes', 'ci/cd', 'aws', 'cloud', 'deployment'],
'Mobile': ['mobile', 'ios', 'android', 'react native', 'flutter', 'swift', 'kotlin'],
'Design': ['design', 'figma', 'sketch', 'ui/ux', 'graphic', 'adobe'],
'Documentation': ['documentation', 'writing', 'technical writer', 'docs']
};
export const analyzeSkills = (members: TeamMember[]): SkillDistribution[] => {
const skillMap = new Map<string, { count: number; members: string[] }>();
members.forEach(member => {
member.skillset.forEach(skill => {
const normalized = skill.toLowerCase().trim();
if (!skillMap.has(normalized)) {
skillMap.set(normalized, { count: 0, members: [] });
}
const data = skillMap.get(normalized)!;
data.count++;
data.members.push(member.name);
});
});
return Array.from(skillMap.entries())
.map(([skill, data]) => ({
skill,
count: data.count,
members: data.members
}))
.sort((a, b) => b.count - a.count);
};
export const suggestRoles = (members: TeamMember[]): RoleAssignment[] => {
const assignments: RoleAssignment[] = [];
const assignedMembers = new Set<string>();
const roles = Object.keys(roleKeywords);
roles.forEach(role => {
let bestMatch: { member: TeamMember; score: number } | null = null;
members.forEach(member => {
if (assignedMembers.has(member.id)) return;
const keywords = roleKeywords[role];
let score = 0;
member.skillset.forEach(skill => {
const normalized = skill.toLowerCase();
keywords.forEach(keyword => {
if (normalized.includes(keyword)) {
score += 1;
}
});
});
if (score > 0 && (!bestMatch || score > bestMatch.score)) {
bestMatch = { member, score };
}
});
if (bestMatch) {
assignedMembers.add(bestMatch.member.id);
assignments.push({
role,
member: bestMatch.member,
confidence: Math.min(bestMatch.score * 20, 95)
});
}
});
members.forEach(member => {
if (!assignedMembers.has(member.id)) {
assignments.push({
role: 'General Development',
member,
confidence: 60
});
}
});
return assignments;
};
export const getSkillCategories = (skills: SkillDistribution[]): Record<string, number> => {
const categories: Record<string, number> = {
'Frontend': 0,
'Backend': 0,
'AI/ML': 0,
'Design': 0,
'Other': 0
};
skills.forEach(({ skill, count }) => {
const normalized = skill.toLowerCase();
let categorized = false;
if (roleKeywords['Frontend'].some(kw => normalized.includes(kw))) {
categories['Frontend'] += count;
categorized = true;
}
if (roleKeywords['Backend'].some(kw => normalized.includes(kw))) {
categories['Backend'] += count;
categorized = true;
}
if (roleKeywords['AI/ML'].some(kw => normalized.includes(kw))) {
categories['AI/ML'] += count;
categorized = true;
}
if (roleKeywords['Design'].some(kw => normalized.includes(kw))) {
categories['Design'] += count;
categorized = true;
}
if (!categorized) {
categories['Other'] += count;
}
});
return categories;
};