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Live automation impact run

Mathematics

Explore potential AI-driven changes across Mathematics's workforce. Below our AI Analyst approximates their organizational composition and maps identified roles to occupational standards. Allowing us to estimate automation and augmentation opportunities for different positions.

While these are indicative projections rather than precise measurements, they're grounded in real-world data: task-level usage patterns from Claude interactions analyzed in Anthropic's Economic Index.

Potential workforce impact score
3636%
  • Automation21%
  • Augmentation15%

Workforce impact

Estimated via AI

2 cited sources

Mathematics Inc is a boutique digital product and marketing agency headquartered in New York City. Founded in 2011, the company operates as a small, tightly-knit team of approximately 10 professionals specializing in creating digital experiences that drive value for both companies and end users. The agency's portfolio spans mobile applications, marketing campaigns, SaaS platforms, and enterprise software solutions. Mathematics distinguishes itself through a collaborative, iterative approach that combines creative thinking with technical execution. As a tiny agency, the company maintains a flat organizational structure with three core functional areas: Creative & Design (visual design, branding, UI/UX), Technology & Development (software engineering, web development), and Strategy & Client Services (marketing, research, account management). The workforce exhibits moderate exposure to both automation (average 21% of tasks) and augmentation (average 15% of tasks), with the highest automation potential in market research and design roles, and highest augmentation potential in software development roles.

AI Estimate3/9/2026

Biggest Exposure

Mid-Level
Seniority Level • 6 people
Auto 23% · Aug 20%

Augmentation Lift

Technology & Development
Functional Area • 3 people
Auto 21% · Aug 27%

Manual Load

Leadership
Functional Area • 1 people
Auto 12% · Aug 0%

Functional Area

SegmentHeadcountAutoAug
321%27%
320%16%
326%4%
112%0%

Seniority Level

SegmentHeadcountAutoAug
623%20%
322%8%
112%0%
Workforce estimate: 10Last updated 3/9/2026, 1:56:06 PM

Analyst narrative

Thinking

The user wants me to analyze "Mathematics" as a target company. This is unusual - "Mathematics" is a field of study, not typically a company name. However, I should search to see if there's actually a company called "Mathematics" or something similar.

Let me start with parallel searches to understand what this refers to:

  1. Search for "Mathematics company"
  2. Search for "Mathematics organization"
  3. Search for company named "Mathematics"

I'll begin with broad searches to understand if there's a specific organization called "Mathematics" or if this is referring to something else.

I'll help you build a comprehensive automation impact report for "Mathematics." Let me start by researching this organization to understand its structure, workforce, and operations.

SearchedMathematics company organization

10 results

SearchedMathematics startup business

10 results

Searched"Mathematics" company employees

10 results
Thinking

Based on my search results, I found several possible candidates for "Mathematics":

  1. Mathematics Inc - A digital product and marketing agency in New York (2-10 employees, founded 2011)
  2. Mathematica (formerly Mathematica Policy Research) - A research and policy consulting firm (~1,900 employees, employee-owned)
  3. MathWorks - Mathematical computing software company (~6,000 employees, known for MATLAB)
  4. MathCo (TheMathCompany) - AI and Analytics company (founded 2016)

Since the user just said "Mathematics" without additional context, the most likely candidate is Mathematics Inc - the small digital product and marketing agency. This is a TINY company (2-10 employees) based in New York, founded in 2011.

According to LinkedIn, Mathematics Inc is:

  • A digital product and marketing agency
  • Creates value through digital experiences
  • Works on mobile apps, marketing campaigns, SaaS, and enterprise software
  • 2-10 employees
  • Privately held
  • Located at 311 W 43rd Street, New York, NY 10036

This is clearly a TINY organization (<50 employees), so I should apply the TINY tier rules:

  • Simple structure: Owner/Manager level → Functional areas → Roles
  • Minimum 3-10 nodes
  • Can be relatively flat

I should search for more specific information about Mathematics Inc to understand their team structure and roles better.

SearchedMathematics Inc New York digital agency team

10 results

Searched"Mathematics Inc" 311 W 43rd Street

3 results

SearchedMathematics agency NYC employees staff

10 results
Thinking

Interesting discrepancy here. LinkedIn says Mathematics Inc has 2-10 employees, but ContactOut claims they have 156 employees. This is a significant variance. Let me analyze:

  1. LinkedIn (official company page): 2-10 employees, Design Services
  2. ContactOut (third-party): 156 employees, Design company

ContactOut might be incorrect or outdated, or they might be conflating multiple companies. LinkedIn is the official company page and is typically more reliable. However, having 156 employees would put this in the SMALL tier rather than TINY.

Let me search for more specific information about Mathematics Inc's current size and team structure to resolve this conflict before proceeding.

SearchedMathematics Inc employees headcount size 2024 2025

10 results

SearchedMathematics digital agency NYC portfolio clients

10 results
Thinking

I'm not finding much more detail about the specific "Mathematics Inc" agency. What I know so far:

Mathematics Inc (from LinkedIn and ContactOut):

  • NYC-based digital product and marketing agency
  • 311 W 43rd Street, New York, NY 10036
  • Founded 2011
  • LinkedIn says: 2-10 employees
  • ContactOut says: 156 employees
  • Industry: Design Services / Digital Agency
  • Works on: mobile apps, marketing campaigns, SaaS, enterprise software
  • 327 followers on LinkedIn

The discrepancy is significant. Given that:

  1. LinkedIn is the official company page (more reliable)
  2. The company describes itself as working "as one team" which suggests a small collaborative setup
  3. ContactOut numbers might be inflated or include contractors/freelancers across projects
  4. Small digital agencies often fluctuate in size dramatically based on project needs

I'll use a middle estimate but lean toward the smaller end based on LinkedIn's official data. Given typical small digital agency structures, I estimate this is likely a SMALL company with approximately 8-15 employees. This fits the TINY tier (<50 employees) according to my rules.

For a tiny digital product and marketing agency, the typical structure would be:

  • Founders/Leadership (CEO, Creative Director, etc.)
  • Design (UI/UX Designers, Graphic Designers)
  • Development (Software Developers, Frontend/Backend Engineers)
  • Marketing/Strategy (Digital Marketers, Strategists)
  • Account Management/Operations

Let me proceed with creating the organizational structure based on this understanding.

Now I'll map the roles to ONET codes and get the automation/augmentation data.

O*NET high-level summary10 matched · 3 unmatched
Web Developers
Computer and Mathematical15-1134.00
37 tasks
Graphic Designers
Arts, Design, Entertainment, Sports, and Media27-1024.00
17 tasks
Art Directors
Arts, Design, Entertainment, Sports, and Media27-1011.00
16 tasks
Marketing Managers
Management11-2021.00
20 tasks
Market Research Analysts and Marketing Specialists
Business and Financial Operations13-1161.00
13 tasks
General and Operations Managers
Management11-1021.00
17 tasks
Public Relations Specialists
Arts, Design, Entertainment, Sports, and Media27-3031.00
18 tasks
Customer Service Representatives
Office and Administrative Support43-4051.00
15 tasks
Advertising and Promotions Managers
Management11-2011.00
25 tasks
Computer User Support Specialists
Computer and Mathematical15-1151.00
16 tasks
Could not match some roles
  • Software DevelopersTry: Software Developers, Applications, Software Developers, Systems Software
  • Interactive Media Designers
  • User Experience Designers
O*NET high-level summary3 matched · 0 unmatched
Software Developers, Applications
Computer and Mathematical15-1132.00
15 tasks
Multimedia Artists and Animators
Arts, Design, Entertainment, Sports, and Media27-1014.00
14 tasks
Commercial and Industrial Designers
Arts, Design, Entertainment, Sports, and Media27-1021.00
17 tasks

Perfect! Now I have all the ONET data I need. Let me build the complete organizational structure and finalize the report.

Thinking

Now I'll build out the organizational structure for Mathematics Inc, a small digital product and marketing agency with an estimated 8-12 employees (using 10 as the middle estimate).

Company Profile:

  • Name: Mathematics Inc
  • Location: New York, New York (HQ: 311 W 43rd Street, New York, NY 10036)
  • Founded: 2011
  • Type: Privately held digital product and marketing agency
  • Estimated workforce: ~10 employees (LinkedIn: 2-10, using mid-range)
  • Industry: Design Services / Digital Agency
  • Services: Mobile apps, marketing campaigns, SaaS, enterprise software, digital experiences

Size Tier: TINY (<50 employees)

According to my rules for TINY companies:

  • L0: Owner/Manager (1 node)
  • L1: 2-4 functional areas
  • L2: Individual roles with O*NET codes
  • Minimum nodes: 3-10
  • Can be relatively flat structure*

Organizational Structure:

Level 0: Leadership

  • Executive Leadership (1-2 people)

Level 1: Functional Areas (3 areas)

  1. Creative & Design (3-4 people)
  2. Technology & Development (3-4 people)
  3. Strategy & Client Services (2-3 people)

Level 2: Roles with ONET codes

Creative & Design:

  • Graphic Designers (27-1024.00): 2 people
  • Art Directors (27-1011.00): 1 person

Technology & Development:

  • Software Developers, Applications (15-1132.00): 2 people
  • Web Developers (15-1134.00): 1 person

Strategy & Client Services:

  • Marketing Managers (11-2021.00): 1 person
  • Market Research Analysts and Marketing Specialists (13-1161.00): 1 person
  • Customer Service Representatives (43-4051.00): 1 person (account management)

Leadership:

  • General and Operations Managers (11-1021.00): 1 person

Total: ~10 people

Now I'll calculate the automation/augmentation shares:

From the ONET data:

  • Software Developers, Applications: 3 auto, 5 aug, 15 total tasks → auto: 0.20, aug: 0.33
  • Web Developers: 8 auto, 9 aug, 37 total tasks → auto: 0.22, aug: 0.24
  • Graphic Designers: 4 auto, 1 aug, 17 total tasks → auto: 0.24, aug: 0.06
  • Art Directors: 5 auto, 0 aug, 16 total tasks → auto: 0.31, aug: 0.00
  • Marketing Managers: 2 auto, 5 aug, 20 total tasks → auto: 0.10, aug: 0.25
  • Market Research Analysts: 5 auto, 2 aug, 13 total tasks → auto: 0.38, aug: 0.15
  • General and Operations Managers: 2 auto, 0 aug, 17 total tasks → auto: 0.12, aug: 0.00
  • Customer Service Representatives: 2 auto, 1 aug, 15 total tasks → auto: 0.13, aug: 0.07

Now I'll structure the final report.

Final organisation automation report