Field portfolio · 2003 – 2026

Twenty years of machinery, in the field and on the record.

Agricultural, construction and mining equipment, then research, data and applied AI. Every page shows the work with its photographs and the evidence behind it: projects, publications and certifications.

  • Agriculture
  • Construction
  • Industry
  • Mining
  • Data & AI
09Portrait

Career path, drawn to scale

One line from Lima to Raleigh

Peru2003 – 2018 · IPESA, Atlas Copco
Mexico2018 – 2020 · Epiroc
USA2021 – today · NC State, Crumpler, R&D

Global experience: based in three countries, with commercial work on site and online across Latin America, Europe and other regions.

Agriculture machinery · Peru · 2003 – 2009

Tractors, implements and combines with John Deere

Product specialist, instructor and market analyst at IPESA, the John Deere dealer in Peru. Commissioning, calibration, field validation and dealer training.

5% → 40%
John Deere market share in Peru, 2003 to 2008
4 months
field validation of the JD 1175 rice combine
6 years
commissioning and training tractors and implements
23Field sales support, tractors and tillage
24Calibrating Baldan attachments with John Deere tractors
25Instructor: commissioning tractors and implements
26Leading commissioning teams
27Validation of the JD 1175 rice combine
28Sales support in tractor operation
29Marketing support: John Deere share from 5% to 40%
30Intercultural communication
31Social extension with universities
32Aftermarket support, John Deere and Same tractors
33International training in the USA
34IPESA team, John Deere dealer in Peru

Construction machinery · Peru, Andean region, Latin America · 2003 – 2018

Hydraulic attachments, earthmoving and demolition robots

From John Deere University to Business Line Manager for Atlas Copco construction tools. Engineering adapter plates, launching products of differentiation and building the dealer network.

35%
Case skid steers with Atlas Copco attachments in Peru
25+
dealers managed across the region
+20%
market share from the construction tools loyalty program
10% a year
growth for John Deere products through tenders
11Construction machinery training, John Deere University 2003-2008
12John Deere motor graders, commissioning in Peru 2003-2008
13Training in Germany on hydraulic demolition attachments
14Strategic accounts in Mexico, Peru and Colombia
15Case skid steers with Atlas Copco hydraulic attachments
16Hydraulic attachments as OEM product for excavators
17Commissioning heavy machinery in Peru, team leader and trainer
18Automatic lubrication system for hydraulic hammers
19BROKK demolition robots, Peru and Bolivia
20Installation of hydraulic attachments, team leader
21Complementary training to transfer knowledge to customers
22Leading meetings of strategic importance

Underground and surface mining · Peru and Mexico · 2008 – 2020

Fleets, test centers and key accounts in mining

Product specialist for Atlas Copco in Peru, then Key Account Manager for Epiroc in Sonora and Zacatecas. Commissioning fleets, validating products at altitude and building a test center.

+60%
market visibility in Mexican mining
95%
accuracy of the machine-learning sales forecast
4,500 m
altitude of the compactor validation in Peru
3 years
hydroelectric excavator fleet running with minimal issues
35Underground and surface mining, demolition
36LATAM team at Expocons and Bauma 2018
37Compactor validation at 4,500 m in Peru
38Atlas Copco global leaders at Bauma 2019
39Pedestal boom systems in Peru
40Creation of the test center in Mexico
41Commissioning underground fleets in Mexico
42Seller of underground machinery, parts and automation
43Regular customer support in underground mines
44Caterpillar M313D adapted for a hydroelectric project
45Product validation for tunnels
46Customer support in open-pit mines
47Essen, Germany
48Dynapac

Leadership and management

Teams, strategy and the people behind the work

Cross-functional leadership in the Andean region, the NC State Leadership Development Program and a family that motivates every new challenge.

200+
people in a cross-functional team at Atlas Copco
300+
internal stakeholders at Epiroc
2022
NC State Leadership Development Program
03Experience and skills across sales, engineering and management
04Sharing time with the Atlas Copco Andean Region team
05ASABE conferences 2022 and 2023 with NCSU leaders and ASABE presidents
06Leadership Development Program at NC State
07Family motivation and new challenges
08Academic presentation and elevator speech

Academy and research · Raleigh, North Carolina · 2021 – 2024

M.S. at NC State, ASABE and field research

Machine design, prototyping and validation as research and teaching assistant, then patent collaborator. Research presented at ASABE 2022 and 2023.

M.S.
Biological and Agricultural Engineering, 2023
2
ASABE annual meetings presented, 2022 and 2023
4
people in the research team I led
55Precision agriculture and UAV courses
56University conferences for scholars and students
57Academic teamwork on university projects
58Thesis research: machine validation and testing
59Family academic time at ASABE 2022
60Presenting research at ASABE
61With colleagues and professors
62With wife and son at ASABE 2023, Omaha
63NC State Leadership Development Program, April 2022

Design, data science and AI · North Carolina · 2023 – today

From CAD models to dashboards and AI tools

Promotional 3D media, websites, Python automation, a Power BI project dashboard and AI market-intelligence tools built for a pipe manufacturer, then independent R&D in applied AI.

Python · SQL · R
data pipelines, automation and forecasting
Power BI · Google Cloud
project tracking dashboard
LLMs · agents · RAG
AI market-intelligence tools
49Promotional graphic design with Onshape, AI and Canva
50Promotional video with Onshape, SolidWorks, Ansys
51Promotional website on Wix
52E-tot AI training courses
53PDF search application in Python
54Dashboard for project tracking

Evidence · research

Seven publications and theses

Machine learning and field testing on agricultural and construction machinery, from my B.S. thesis in 2005 to a 2026 journal article.

  1. 2026Spatial prediction of tractor noise and detection of atypical sound pressure levels using machine learning. Journal of Experimental and Theoretical Analyses (MDPI)
  2. 2025Implementation of hydraulic excavators with complementary protection systems for scaling in hydroelectric tunnel construction. Preprint
  3. 2025Prediction curve approach for monitoring tractor noise levels using a random forest regressor with activated PTO. Preprints.org
  4. 2024Optimizing soil compaction under real-world conditions and the impact of soil moisture on rammer performance. Journal of Engineering Science and Technology Review
  5. 2023Design, fabrication and monitoring of a recirculating electrostatic precipitator in a cage-free egg layer house. M.S. thesis, NC State University
  6. 2022Structural and modal analysis of adapter plates for hydraulic hammers and skid steers under real work conditions. Ingenius
  7. 2005Mechanical and hydraulic adaptation of Caterpillar M313D wheel excavators with hydraulic hammers for tunneling. B.S. thesis, UNALM, Peru

Evidence · credentials

17 certifications, verified on LinkedIn, Coursera and Credly

Plus 56 individual course certificates on Coursera. The badges and certificates below are the documents themselves.

Credly badge: Google CybersecurityCredly badge: Google Advanced Data AnalyticsCredly badge: Google Business IntelligenceCredly badge: IBM AI Foundations for Business
  1. AI Product Management SpecializationDuke University · Mar 2026
  2. IBM RAG and Agentic AI Professional CertificateIBM · Feb 2026
  3. Building AI Agents and Agentic Workflows SpecializationIBM · Nov 2025
  4. Deep Learning SpecializationDeepLearning.AI · Mar 2025
  5. Google Cybersecurity Professional CertificateGoogle · Jan 2025
  6. Google Advanced Data Analytics Professional CertificateGoogle · Dec 2024
  7. Google Business Intelligence Professional CertificateGoogle · Mar 2024
  8. Google Digital Marketing & E-commerce Professional CertificateGoogle · Feb 2024
  9. IBM AI Foundations for Business SpecializationIBM · Mar 2023
  10. Agile Leadership SpecializationUniversity of Colorado System · Mar 2023
  11. Data Science OrientationIBM · Mar 2023
  12. Adult First Aid/CPR/AEDAmerican Red Cross · Feb 2023
  13. First Aid for Severe TraumaAmerican Red Cross · Jan 2023
  14. LeadershipNorth Carolina State University · Nov 2022
  15. ASABE Reviewer Certification CPDASABE · Jul 2022
  16. Leadership (LDP Program)North Carolina State University · Apr 2022
  17. Marketing StrategyCornell University · Nov 2015
79Certificate: Cornell Marketing Strategy
80Certificate: Google Business Intelligence
81Certificate: Google Digital Marketing & E-commerce
82Certificate: Google Advanced Data Analytics
83Certificate: Deep Learning Specialization
84Certificate: IBM AI Foundations for Business
85Certificate: Agile Leadership
86Certificate: Google Cybersecurity
87Certificate: PMI Project Management
65Certifications record
71Course record, page 1
72Course record, page 2