Skip to content
Product cover

Creating the Symbiotic AI Workforce of the Future

October 16, 2019 | H. James Wilson, Paul R. Daugherty | Managing Technology

To effectively implement AI, organizations will need to use human-centered AI processes that motivate and retrain workers, which shifts the focus from automation to collaboration between humans and machines. To test that idea, an experiment was designed to see how human workers might augment an existing AI system and embrace their new roles as AI trainers — resulting in a symbiotic system that enabled humans and AI to each work to their strengths.

Purchase Options

Educator and Student Discounts Available. Learn more »

  BENCHMARKS  
Loading Time: Base Classes  0.0004
My Controller Construct  0.0003
Build Nav  0.0005
Controller Execution Time ( Products / Route )  0.0497
Total Execution Time  0.0501
  GET DATA  
No GET data exists
  MEMORY USAGE  
1.5705 MB
  POST DATA  
No POST data exists
  URI STRING  
store/creating-the-symbiotic-ai-workforce-of-the-future
  CLASS/METHOD  
products/route
  DATABASE:  MITSLOAN_DEV   QUERIES: 70  (Hide)
0.0002  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0002  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  '1c2c1c9da4a747d9c516e3f52e17a54e'
ORDER BY `created_at` DESC 
0.0002  

SELECT SQL_CALC_FOUND_ROWS cat_id
FROM (`product_categories`)
WHERE `status_id` =  'A'
AND `url_friendly` =  'creating-the-symbiotic-ai-workforce-of-the-future'
AND `parent_id` =  1 
0.0170  

SELECT c.parent_id, c.format_id
                    FROM products AS p, products AS c
                    WHERE p.prod_id = c.parent_id AND
                        c.avail_id IN ('A','B','D') AND
                        c.type_id = 'V' AND
                        (
                            c.sku = 'creating-the-symbiotic-ai-workforce-of-the-future' OR
                            if(c.format_id = 'Certificate', '', p.url_friendly) = 'creating-the-symbiotic-ai-workforce-of-the-future'
                        )
                    LIMIT 1 
0.0002  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  4117 
0.0002  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '4117' 
0.0002  

SELECT *
FROM (`authors`)
JOIN `products__authors` ON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '4117'
ORDER BY `sort` ASC 
0.0001  

SELECT `cat_id`
FROM (`product_categories__products`)
WHERE `prod_id` =  '4117' 
0.0001  

SELECT *
FROM (`product_flags__products`)
WHERE `prod_id` =  '4117' 
0.0001  

SELECT `sku`
FROM (`products__xsell`)
WHERE `prod_id` =  '4117'
ORDER BY IF(position = 0, 1, 0) ASC , `position` 
0.0147  

SELECT `products`.`parent_id`
FROM (`transaction_lines`)
JOIN `products` ON `products`.`sku` = `transaction_lines`.`sku`
JOIN `product_categories__products` ON `products`.`parent_id` = `product_categories__products`.`prod_id`
WHERE `products`.`avail_id` =  'A'
AND TO_DAYS(transaction_lines.updated_at) < (TO_DAYS(NOW()) - 90)
AND `product_categories__products`.`cat_id` IN ('243') 
GROUP BY `products`.`parent_id`
ORDER BY COUNT(*) DESC
LIMIT 6 
0.0002  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '3379' 
0.0002  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '3379' 
0.0002  

SELECT *
FROM (`authors`)
JOIN `products__authors` ON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '3379'
ORDER BY `sort` ASC 
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '3385' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '3385' 
0.0002  

SELECT *
FROM (`authors`)
JOIN `products__authors` ON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '3385'
ORDER BY `sort` ASC 
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '3991' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '3991' 
0.0002  

SELECT *
FROM (`authors`)
JOIN `products__authors` ON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '3991'
ORDER BY `sort` ASC 
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '4261' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '4261' 
0.0002  

SELECT *
FROM (`authors`)
JOIN `products__authors` ON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '4261'
ORDER BY `sort` ASC 
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '1505' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '1505' 
0.0001  

SELECT *
FROM (`authors`)
JOIN `products__authors` ON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '1505'
ORDER BY `sort` ASC 
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '33' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '33' 
0.0001  

SELECT *
FROM (`authors`)
JOIN `products__authors` ON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '33'
ORDER BY `sort` ASC 
0.0002  

SELECT SQL_CALC_FOUND_ROWS media_id, position
FROM (`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '4117'
AND `kind` =  'image_600x600'
ORDER BY IF(position = 0, 1, 0) ASC , `position` 
0.0001  

SELECT *
FROM (`media`)
WHERE `media`.`media_id` =  '1929' 
0.0001  

SELECT *
FROM (`mime_types`)
WHERE `mime_types`.`extension` =  'jpg' 
0.0001  

SELECT *
FROM (`media_metadata`)
WHERE `media_id` =  '1929' 
0.0002  

SELECT SQL_CALC_FOUND_ROWS media_id, position
FROM (`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '4117'
AND `kind` =  'gallery_image'
ORDER BY IF(position = 0, 1, 0) ASC , `position` 
0.0002  

SELECT *
FROM (`products`)
WHERE `avail_id` IN ('A', 'B', 'C', 'H') 
AND `parent_id` =  '4117'
AND `type_id` =  'V'
ORDER BY IF(position = 0, 1, 0) ASC , `position`, `title` 
0.0001  

SELECT `c`.`format_id`, `c`.`price`, `c`.`sale_price`
FROM (`products` AS c)
WHERE `c`.`prod_id` =  '4118'
LIMIT 1 
0.0002  

SELECT SQL_CALC_FOUND_ROWS media_id, position
FROM (`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '4118'
AND `kind` =  'thumbnail'
ORDER BY IF(position = 0, 1, 0) ASC , `position` 
0.0001  

SELECT `c`.`format_id`, `c`.`price`, `c`.`sale_price`
FROM (`products` AS c)
WHERE `c`.`prod_id` =  '4566'
LIMIT 1 
0.0002  

SELECT SQL_CALC_FOUND_ROWS media_id, position
FROM (`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '4566'
AND `kind` =  'thumbnail'
ORDER BY IF(position = 0, 1, 0) ASC , `position` 
0.0002  

SELECT `product_categories__products`.`cat_id`
FROM (`product_categories__products`)
JOIN `product_categories` ON `product_categories__products`.`cat_id` = `product_categories`.`cat_id`
WHERE `product_categories__products`.`prod_id` =  '4117'
AND `product_categories`.`parent_id` =  1
AND `product_categories__products`.`cat_id` NOT IN (1, 261)  
0.0004  

SELECT `cat_id` AS id, `parent_id` AS parent, `status_id`, `name`, `description`, `url_friendly`, `page_title`, `meta_keywords`, `meta_description`, `position`, `updated_at`
FROM (`product_categories`)
WHERE `cat_id` != 1
ORDER BY `parent_id`, IF(position = 0, 1, 0) ASC , `position`, `name` 
0.0003  

SELECT *
FROM (`product_categories`)
WHERE `status_id` =  'A'
AND `parent_id` =  1
AND `cat_id` NOT IN (1, 261) 
ORDER BY `name` 
0.0002  

SELECT *
FROM (`site_settings`)
WHERE `option_key` =  'announcement' 
  HTTP HEADERS  (Show)
  SESSION DATA  (Show)
  CONFIG VARIABLES  (Show)