Skip to content
Product cover

Automated Decision Making Comes of Age

Futurists have long anticipated the day when computers would relieve managers and professionals of the need to make certain types of decisions. But for a variety of reasons -- including management skepticism and concerns about solution complexity -- automated decision making has been slow to materialize. Automated decision making is finally coming of age, the authors argue, and the new generation of applications differs substantially from prior decision-support systems. Today's applications are easier to create and manage than earlier systems. Rather than require people to identify the problems or to initiate the analysis, companies typically embed decision-making capabilities in the normal flow of work. Those systems then sense online data, apply codified knowledge or logic, and make decisions -- all with minimal amounts of human intervention. They can help businesses generate decisions that are more consistent than those made by people, and they can help managers move quickly from insight to decision to action. This can help companies reduce labor costs, leverage scarce expertise, improve quality, enforce policies and respond to customers. As automating decisions becomes more feasible, organizations need to think about which decisions have to be made by people and which can be computerized.
Purchase Options

Educator and Student Discounts Available. Learn more »

  BENCHMARKS  
Loading Time: Base Classes  0.0004
My Controller Construct  0.0004
Build Nav  0.0006
Controller Execution Time ( Products / Route )  0.1365
Total Execution Time  0.1369
  GET DATA  
No GET data exists
  MEMORY USAGE  
1.5692 MB
  POST DATA  
No POST data exists
  URI STRING  
store/automated-decision-making-comes-of-age
  CLASS/METHOD  
products/route
  DATABASE:  MITSLOAN_DEV   QUERIES: 68  (Hide)
0.0130  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0003  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0002  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0007  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0012  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0008  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0002  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0002  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0002  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0002  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0012  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0003  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0001  

SELECT *
FROM (`carts`)
WHERE `cart_id` =  'e15f45de0f0907e3e40a82cc017853e0'
ORDER BY `created_atDESC 
0.0077  

SELECT SQL_CALC_FOUND_ROWS cat_id
FROM 
(`product_categories`)
WHERE `status_id` =  'A'
AND `url_friendly` =  'automated-decision-making-comes-of-age'
AND `parent_id` =  
0.0259  

SELECT c.parent_idc.format_id
                    FROM products 
AS pproducts 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 'automated-decision-making-comes-of-age' OR
                            if(
c.format_id 'Certificate'''p.url_friendly) = 'automated-decision-making-comes-of-age'
                        
)
                    
LIMIT 1 
0.0011  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  1449 
0.0003  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '1449' 
0.0073  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '1449'
ORDER BY `sortAS
0.0019  

SELECT `cat_id`
FROM (`product_categories__products`)
WHERE `prod_id` =  '1449' 
0.0019  

SELECT *
FROM (`product_flags__products`)
WHERE `prod_id` =  '1449' 
0.0026  

SELECT `sku`
FROM (`products__xsell`)
WHERE `prod_id` =  '1449'
ORDER BY IF(position 010) AS, `position
0.0193  

SELECT `products`.`parent_id`
FROM (`transaction_lines`)
JOIN `productsON `products`.`sku` = `transaction_lines`.`sku`
JOIN `product_categories__productsON `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_idIN ('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__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '3379'
ORDER BY `sortAS
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__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '3385'
ORDER BY `sortAS
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__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '3991'
ORDER BY `sortAS
0.0002  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '4261' 
0.0003  

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

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '4261'
ORDER BY `sortAS
0.0002  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '1505' 
0.0002  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '1505' 
0.0002  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '1505'
ORDER BY `sortAS
0.0001  

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

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '33' 
0.0002  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '33'
ORDER BY `sortAS
0.0047  

SELECT SQL_CALC_FOUND_ROWS media_idposition
FROM 
(`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '1449'
AND `kind` =  'image_600x600'
ORDER BY IF(position 010) AS, `position
0.0008  

SELECT *
FROM (`media`)
WHERE `media`.`media_id` =  '710' 
0.0014  

SELECT *
FROM (`mime_types`)
WHERE `mime_types`.`extension` =  'jpg' 
0.0013  

SELECT *
FROM (`media_metadata`)
WHERE `media_id` =  '710' 
0.0003  

SELECT SQL_CALC_FOUND_ROWS media_idposition
FROM 
(`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '1449'
AND `kind` =  'gallery_image'
ORDER BY IF(position 010) AS, `position
0.0003  

SELECT *
FROM (`products`)
WHERE `avail_idIN ('A''B''C''H') 
AND `
parent_id` =  '1449'
AND `type_id` =  'V'
ORDER BY IF(position 010) AS, `position`, `title
0.0003  

SELECT `c`.`format_id`, `c`.`price`, `c`.`sale_price`
FROM (`productsAS c)
WHERE `c`.`prod_id` =  '1450'
LIMIT 1 
0.0003  

SELECT SQL_CALC_FOUND_ROWS media_idposition
FROM 
(`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '1450'
AND `kind` =  'thumbnail'
ORDER BY IF(position 010) AS, `position
0.0002  

SELECT `product_categories__products`.`cat_id`
FROM (`product_categories__products`)
JOIN `product_categoriesON `product_categories__products`.`cat_id` = `product_categories`.`cat_id`
WHERE `product_categories__products`.`prod_id` =  '1449'
AND `product_categories`.`parent_id` =  1
AND `product_categories__products`.`cat_idNOT IN (1261)  
0.0004  

SELECT `cat_idAS id, `parent_idAS 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 010) AS, `position`, `name
0.0003  

SELECT *
FROM (`product_categories`)
WHERE `status_id` =  'A'
AND `parent_id` =  1
AND `cat_idNOT IN (1261) 
ORDER BY `name
0.0032  

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